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Understanding Earnings Quality Patricia M. Dechow

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Page 1: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Understanding Earnings Quality

Patricia M Dechow

Defining Earnings Quality

Understanding the factors that cause earnings quality to differ is a key research area in accounting

ndash Important for investing auditing SEC in monitoring and regulating banks providing loans etc

HIGH QUALITY EARNINGSReflect the economics of the business

Are sustainable (are a good indicator for the future)

LOW QUALITY EARNINGSDo not reflect the economics of the business

Have been manipulatedcontain errors Are not sustainable (are a poor indicator for the future)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β closer to 1 =gt earnings are more sustainable

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

Earnings Quality 1

Cup and straw= 005Lemon = 015

Sugar = 010Total = 030

ndash Chris starts a business

Earnings Quality 1

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 2: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Defining Earnings Quality

Understanding the factors that cause earnings quality to differ is a key research area in accounting

ndash Important for investing auditing SEC in monitoring and regulating banks providing loans etc

HIGH QUALITY EARNINGSReflect the economics of the business

Are sustainable (are a good indicator for the future)

LOW QUALITY EARNINGSDo not reflect the economics of the business

Have been manipulatedcontain errors Are not sustainable (are a poor indicator for the future)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β closer to 1 =gt earnings are more sustainable

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

Earnings Quality 1

Cup and straw= 005Lemon = 015

Sugar = 010Total = 030

ndash Chris starts a business

Earnings Quality 1

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 3: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β closer to 1 =gt earnings are more sustainable

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

Earnings Quality 1

Cup and straw= 005Lemon = 015

Sugar = 010Total = 030

ndash Chris starts a business

Earnings Quality 1

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 4: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

Earnings Quality 1

Cup and straw= 005Lemon = 015

Sugar = 010Total = 030

ndash Chris starts a business

Earnings Quality 1

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 5: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality 1

Cup and straw= 005Lemon = 015

Sugar = 010Total = 030

ndash Chris starts a business

Earnings Quality 1

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 6: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality 1

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 7: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

I will pay you $100 for that

delicious cup of lemonade

Thatrsquos perfect (my precious)

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 8: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality 1Chrisrsquo earnings Revenue

Cup of Lemonade= $100

ExpensesCosts of goods sold = -030

Earnings = 070

Cup and straw= 005Lemons = 015

Sugar = 010Total = 030

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 9: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

ndash Milli starts a business

Cups and straws= 100Lemons = 100

Box of sugar = 200 Total Costs = 400

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 10: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 11: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

TOMORROW

I will pay you $100 for that lemon sugar

drink

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 12: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

I will pay you $100 for that lemon sugar

drink

TOMORROW

ITrsquoS A DEAL

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 13: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Millirsquos Earnings(on a cash basis)Revenue = 0Expenses = $ -400

Cash earnings = -400

Earnings Quality 2

Cup and straws= 100Lemons = 100

Box of sugar = 200Total = 400

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 14: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Comparison of CASH FLOWSChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Similar transaction occurred but cash-based performance looks very different

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 15: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accrual Accounting

THE TIMING OF CASH FLOW RECEIPTS AND PAYMENTS IS NOT IMPORTANT

Focus on underlying economics

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 16: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Millirsquos Earnings (Accrual basis)Revenue Cup of Lemonade= $100

ExpensesCosts of good sold = 030

Earnings = 070

Earnings Quality

Cup and straws= 100 ndash 005Lemons = 100 ndash 015

Box of sugar = 200 ndash 010 Inventory = 400

SOLD = ndash 030Inventory = 370

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 17: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Comparison of ACCRUAL EARNINGSChrisrsquo

EARNINGS+ accruals

070 = 070 + 0

Millirsquos

Earnings = EARNINGS + accruals

070 = $070 + $470

Earnings on accrual basis makes businesses comparable

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 18: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Reconciling Earnings to Cash FlowsChris

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

Earnings are the same even though cash flows are very different

ACCRUALS = + 100 + 370$470

100

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 19: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Quality Issues with Millirsquos accruals

Accounts Receivable

Gandalf may disappear

100

I will pay you $100 for that cup of

lemonade

TOMORROW

Sold LemonadeTimely useful information

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 20: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Millirsquos accruals

Inventory

High inventory Milli anticipates future sales

Obsolete inventoryNobody wants to buy lemonade

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 21: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Comparison of Business ModelsChrisrsquo

Has CashSimple business

Millirsquos

Accruals are indicators of growth in RISKY investments Accruals estimate these investments but they could be wrong

070 cash

ACCRUALS = + 100 + 370

100

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 22: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Comparison of Earnings QualityChrisrsquo

Earnings = cash flows + accruals

070 = 070 + 0

Millirsquos

Earnings = cash flows + accruals

070 = $-400 + $470

070 cash

ACCRUALS CAN BE FUZZY AND CONTAIN ERRORSCHRISrsquo EARNINGS ARE HIGHER QUALITY THAN MILLIrsquoS

ACCRUALS = + 100 + 370

100

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 23: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Operationalizing Earnings Quality

bull Empirical evidence earnings persistence

bull Earningst+1 = α + βEarningst + ε

bull Chrisrsquoβ gt β

bull Millirsquos

065085

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 24: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + β1Cash flowst + β2Accrualst + ε

β1 gt β2

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 25: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Understanding Earnings Quality

EARNINGS = CASH FLOWS + ACCRUALS

Earnings Quality research tries to disentangle

ldquoGoodrdquo Accrualsthat correctly reflect

the business

ldquoBadrdquo Accruals that reflect errors manipulation and

overinvestment

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 26: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 27: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 28: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspective ndash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 29: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 30: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Measure the value

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 31: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 32: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = Income

Market Values Follow a Random Walk

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 33: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Economic Perspective

Assetst ndash Liabilitiest = Shareholdersrsquo Equityt

Assetst+1 ndash Liabilitiest+1 = Shareholdersrsquo Equityt+1

Measure the value

Measure the value

∆ Value = are transitory and unpredictable

Market Values Follow a Random Walk

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 34: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

=β Economic orBalance Sheet

Perspective

0

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 35: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 36: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accounting Rules and StandardsBalance Sheet

Perspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (Fair Value of Component)Debt ndash Fair ValueSecuritization ndash Fair valueInventory ndash lower of market or cost

Transitory gains and losses muddies up earnings

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 37: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Philosophical Question bull What is objective of accrual accounting

FASBIFRS RULES

1 Economic perspectivendash Investors care about firm value The objective is to measure the

value of assets and liabilities

2 Performance evaluation (Income Statement perspective)ndash Investors want to know what management did this period The

objective is to measure how much income was generated this period

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 38: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 39: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 40: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 41: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 42: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 43: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 44: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOME measures how much sustainable cash flows the managers generated

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Credit Sales

Cash SalesCash Expenses

Cost of good sold

INCOMEt+2

Deferred Revenues

INCOMEt-1

Cash from previous credit Sales

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 45: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance EvaluationAccruals alter the timing of cash flow recognition in earnings

To be identify firm performance

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 46: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Performance Evaluation

INCOMEt

Cash flowst-1 Cash flowst+1Cash flowst-2 Cash flowst+2

CASH FLOWSt

More Timely and Relevant

Balance Sheetrsquos RoleKeeps track of the cash allocation and reversals

Assets = Spent cash in past DR (capitalized cost)

Liabilities = Spend cash in futureCR (Accounts payable)

Liabilities = Received cash in pastCR (Deferred Revenue)

Assets = Receive cash in futureDR (Accounts Receivable)

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 47: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β =gt 1Income StatementPerspective

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 48: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Income StatementPerspective

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 49: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 50: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Revenue Recognition Does not allow the anticipation of future salesCost of Goods Sold match to revenueDepreciation allocate over timeOperating Leases as paidSoftware Capitalize when technological feasibilityDeferred Revenue allocate over time

Mix of bothIncome StatementPerspective

Balance SheetPerspective

Goodwill Fair value ndash no amortizationMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

FASBIFRS RULES

Transitory gains and losses go through income

Historical Costs on Balance sheet

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 51: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 52: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

Use CASH BASISExpense RampDExpense start up costsExpense SGampA

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 53: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accounting Rules and StandardsMix up both

Income StatementPerspective

Balance SheetPerspective

Revenue Recognition Cost of Goods Sold matchingDepreciation allocate over timeOperating Leases as paidSoftware Technological feasibilityDeferred Revenue (old rules)

Goodwill Fair valueMarketable securities Fair ValueImpairments of assets Fair ValueCapital Leases Fair ValueDeferred Revenue (new rules)Impaired Debt ndash Fair ValueSecuritization ndash Fair value

Transitory gains and losses go through income

Historical Costs on Balance sheet

CONSERVATISM

CASH BASISExpense RampDExpense start up costsExpense SGampA

Use Fair Values on the downsideBut not on the upside

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 54: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 55: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Income StatementPerspective

Balance SheetPerspective

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 56: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

ACCRUAL ACCOUNTING TENSION

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 57: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Operationalizing Earnings Quality

bull Concept of earnings persistence

bull Earningst+1 = α + βEarningst + ε

β gt βIncome StatementPerspective

Balance Sheet Perspective

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 58: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 59: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Consequence of moving accrual accounting to a balance sheet focus

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 60: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Matching implies a negative correlation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 61: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 62: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 63: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Ranking on AccrualsCorrelation between Cash flows and Accruals

Source Dechow and Ge (2005)

Low accrualsLow cash flows(positive correlations)

High accrualsLow cash flows(negative correlations)

Balance Sheet roleDistressed firms ndashLow EARNINGSTaking write-offs (low accrualsthat are transitory

Income statement RoleMatchingLow Cash flowsAccruals indicate Large investments

Two types of firms have low cash flows

Distressed firms ndash taking write-offs (low accruals)Growth firms ndash investing heavily (high accruals)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 64: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 65: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Accruals Association with Cash Flows

Newer cohorts (technology) do not have a negative association between cash flows and accruals

Bushman Lerman and Zhang (2016)

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 66: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

+ +-

Matching role of accruals has declined

Bushman Lerman and Zhang (2016)

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 67: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Good News BB still Holds(replication of Ball and Brown 1968 )

Data 1971 - 2012

Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 68: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Good news Earnings Announcements Still Informative

2001-20122001-2012

Volume Price Residual

1981-1990

Source Dechow Sloan and Zha (2014)

1981-1990

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 69: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 70: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings vs cash flows association with stock returns over time

Source Dechow Sloan and Zha (2014)

CFO

FCF

Earnings

Non-GAAP Earnings

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 71: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Market Solution

bull Declining association of stock returns with earnings

bull Declining matching role of accrualsbull Declining persistence of GAAP earnings

Rise of management guidanceRising use of non-GAAP performance metricsRising emphasis by management on meeting analystsrsquo non-GAAP EPS expectations

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 72: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Internal ControlsAudit QualityGovernance

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 73: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

ACCRUAL ACCOUNTING TENSION

Income StatementPerspective

Balance SheetPerspective

ManagementFinancial AnalystsInvestorsMediaCompensation consultantsAuditors

Standard SettersFund Managers

Debt holders (in firms in Financial distress)Academics

Marketrsquos Solution

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 74: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Is the market solution good

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 75: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Roll-up strategy ndash Grow by acquiring companies with existing drugs ndash Cut RampD layoff workers increase the price of patented drugs

bull Strategy relies on easy access to capital markets to fund acquisitions

J Michael Pearson (started his reign as CEO and COB in 2008)

30 Acquisitions during tenure as CEO

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 76: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

J Michael Pearson (started his reign as CEO and COB in 2008)

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 77: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

0

50

100

150

200

250

300

Price

Price

Strategy works Stock Price increases 2000 percent

2008 2015

30 Acquisitions during tenure as CEO

By 2015 Pearson had nearly $3Billion in stock and options

J Michael Pearson (started his reign as CEO and COB in 2008)

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 78: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Valeant consistently met analystsrsquo expectations

0

1

2008

0331

2008

0630

2008

0930

2008

1231

2009

0331

2009

0630

2009

0930

2009

1231

2010

0331

2010

0630

2010

0930

2010

1231

2011

0331

2011

0630

2011

0930

2011

1231

2012

0331

2012

0630

2012

0930

2012

1231

2013

0331

2013

0630

2013

0930

2013

1231

2014

0331

2014

0630

2014

0930

2014

1231

2015

0331

2015

0630

2015

0930

BeatMiss2008 2015

Beat analystsrsquo EPS forecasts

(26 times of 31 Quarters)

Beat

Miss

Analysts forecast of EPS

How did they consistently beat

Reported proforma EPS or ldquocash EPSrdquo (excludes amortization of intangible assets such as drug patents goodwill write-offs layoff costs acquisition costs etc)

J Michael Pearson (started his reign as CEO and COB in 2008)

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 79: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Valeantrsquos Reconciliation

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 80: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Chart1

Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M)
Restructuring integration acquisition-related and other costs ($M)
Total adjustments ($M)
Adjustments ($M)
Non-GAAP Adjustments to Reconcile GAAP EPS to Cash EPS
205203
69842
373243
213652
43871
336149
23256
47477
349861
311834
261801
468722
336775
56884
432692
316097
61544
409692
919
30454
145901
385438
128274
607772
3641
1351
6223
3806
1427
5248
4051
633
4434
4492
469
3458
3685
648
7356
5882
1529
9501
6831
826
9118

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Q1 2012 Q1 2012 Q1 2012
Q2 2012 Q2 2012 Q2 2012
Q3 2012 Q3 2012 Q3 2012
Q4 2012 Q4 2012 Q4 2012
Q1 2013 Q1 2013 Q1 2013
Q2 2013 Q2 2013 Q2 2013
Q3 2013 Q3 2013 Q3 2013
Q4 2013 Q4 2013 Q4 2013
Q1 2014 Q1 2014 Q1 2014
Q2 2014 Q2 2014 Q2 2014
Q3 2014 Q3 2014 Q3 2014
Q4 2014 Q4 2014 Q4 2014
Q1 2015 Q1 2015 Q1 2015
Q2 2015 Q2 2015 Q2 2015
Q3 2015 Q3 2015 Q3 2015
Page 81: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Sheet1

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Amortization and impairments of finite-lived intangible assets and other non-GAAP charges ($M) Restructuring integration acquisition-related and other costs ($M) Total adjustments ($M)
Q1 2012 $20520 $6984 $37324
Q2 2012 $21365 $4387 $33615
Q3 2012 $23256 $4748 $34986
Q4 2012 $31183 $26180 $46872
Q1 2013 $33678 $5688 $43269
Q2 2013 $31610 $6154 $40969
Q3 2013 $91900 $30454 $145901
Q4 2013 $38544 $12827 $60777
Q1 2014 $36410 $13510 $62230
Q2 2014 $38060 $14270 $52480
Q3 2014 $40510 $6330 $44340
Q4 2014 $44920 $4690 $34580
Q1 2015 $36850 $6480 $73560
Q2 2015 $58820 $15290 $95010
Q3 2015 $68310 $8260 $91180
Page 82: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

But then questions started being raised about sustainability and ethics of Valeantrsquos strategy

J Michael Pearson CEO

Going After Valeant for predatory pricing

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 83: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Price tumbled today it is $15

J Michael Pearson CEO

2008

Valeant was not a stock that created real economic growth

But was a Darling of Wall Streetbull Met expectationsbull Raised financingbull Positive stock price momentumbull High institutional ownershipbull Strong analyst following

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 84: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Do firms manipulate to consistently meet expectations

bull Toolsndash Guidancendash Put in more effortndash Take real economic actions ldquorealrdquo earnings

managementndash Massage accruals

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 85: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

Rules

Voluntary DisclosuresGuidance

Non-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 86: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

50

60

70

80

90

100

o

f fir

ms t

hat b

eat o

r mee

t ana

lyst

srsquo

Earn

ings

fore

cast

s

All AAERsPopulation

Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period

Source Chu Dechow Hui and Wang (2018)

Before manipulation period

After manipulation period

Manipulation period

Manipulators identified by SEC

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 87: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility

Panel A Working capital accruals

-4

-2

0

2

4

6

8

All AAERs Population

After manipulation period

Before manipulation period

Manipulationperiod

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 88: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Implicationsbull Earnings quality and properties of accruals have

changed over timendash Balance sheet focus combined with conservatism ndash

fair values on the downside ndash Conservatism ndash cash basis - lack of capitalizing

investment costs and so no creation of accruals in technology firms

bull Rise of non-GAAP earnings to solve these problems

bull Continuing pressure on management to guide and meet expectations

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 89: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

What can we do

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 90: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

What can we doI

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 91: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Project with Chad Larson and Bob Retesuk

Earnings = Cash Flows + Accruals

Earnings = CFO + ∆WC Accruals + Depreciation + (FOPO)

BIG DATA PROJECTDechow Larson Retesuk (2018)For each firm-year on Compustat go to SEC filings ndash find the Statement of Cash Flows and determine what is included in FOPO

COMPUSTAT

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 92: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

bull Messy but manageablebull 188132 FOPO lines for 67839 firm years (277 lines per

firm year)bull Nearly 40000 unique line item descriptions

ndash Over 2000 unique ways to describe bad debt expensendash provision for doubtful accounts provision for loan losses provision for

losses on accounts receivable provision for bad debts bad debt expense allowance for doubtful accounts provision for credit losses provision for doubtful accounts receivable provision for uncollectible accounts provision for losses on receivables provision for bad debt provision for loan and lease losses provision for uncollectible accounts receivable provision for allowance for doubtful accounts provision for doubtful receivables bad debt provision hellip

Data Analysis(Raw Line Item Data)

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 93: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Categorize into 32 different line items

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 94: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Findings so farhellip

bull Many ldquounusual and infrequentrdquo items are consistently reported by firmsndash Eg restructuring charges gains and losses on MSndash Relate to specific industries (bad debts)

bull Persistence and consistency are different aspects of EQ

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 95: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

OBJECTIVE OF DATA BASEbull GIVE RESEARCHERS THE DATA TO bull Better understand the details of specific

accruals ndash determine their characteristicsbull Develop improved discretionary accrual

modelsbull Develop industry level modelsbull Develop new approaches to thinking of EQbull Provide new insights into understanding

transitory components in earnings

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 96: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 97: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 98: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

Earnings Quality

Underlying Economics

Factors that Affect Earnings Quality

Industry Structure

Stage of Life Cycle

Firm Structure and Investment Opportunities

FASBIFRS RULES

Accrual Accounting System

Management Application of

RulesVoluntary Disclosures

GuidanceNon-GAAP metrics to aid in understanding

EQ

Internal ControlsAudit QualityGovernance

Big Data Analysis

Unconventional approaches

Governance Structure

Attitude at the topCEOExecutive team

Overconfidence Narcistic

competitive

Incentive Compensation

Influence of taxes

Influence of outside experts

lawyers compensation

consultants

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you
Page 99: Understanding Earnings Quality Patricia M. Dechow · – Important for investing, auditing, SEC in monitoring and regulating, banks providing loans, etc. HIGH QUALITY EARNINGS. Reflect

THANK YOU

  • Slide Number 1
  • Defining Earnings Quality
  • Operationalizing Earnings Quality
  • Slide Number 4
  • Earnings Quality 1
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality 1
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality
  • Earnings Quality 2
  • Comparison of CASH FLOWS
  • Accrual Accounting
  • Earnings Quality
  • Comparison of ACCRUAL EARNINGS
  • Reconciling Earnings to Cash Flows
  • Quality Issues with Millirsquos accruals
  • Millirsquos accruals
  • Comparison of Business Models
  • Comparison of Earnings Quality
  • Operationalizing Earnings Quality
  • Operationalizing Earnings Quality
  • Understanding Earnings Quality
  • Slide Number 26
  • Slide Number 27
  • Slide Number 28
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Economic Perspective
  • Operationalizing Earnings Quality
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 37
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Performance Evaluation
  • Operationalizing Earnings Quality
  • Slide Number 48
  • Slide Number 49
  • Slide Number 50
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Accounting Rules and Standards
  • Slide Number 54
  • Slide Number 55
  • Slide Number 56
  • Operationalizing Earnings Quality
  • Slide Number 58
  • Consequence of moving accrual accounting to a balance sheet focus
  • Matching implies a negative correlation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Ranking on AccrualsCorrelation between Cash flows and Accruals
  • Matching role of accruals has declined
  • Accruals Association with Cash Flows
  • Matching role of accruals has declined
  • Slide Number 67
  • Good News BB still Holds(replication of Ball and Brown 1968 )Data 1971 - 2012
  • Good news Earnings Announcements Still Informative
  • Earnings vs cash flows association with stock returns over time
  • Earnings vs cash flows association with stock returns over time
  • Market Solution
  • Slide Number 73
  • Slide Number 74
  • Is the market solution good
  • Slide Number 76
  • Slide Number 77
  • Slide Number 78
  • Slide Number 79
  • Valeantrsquos Reconciliation
  • Slide Number 81
  • Slide Number 82
  • Do firms manipulate to consistently meet expectations
  • Slide Number 84
  • Percent of Manipulating firms consistently beat analystsrsquo expectations before and during the manipulation period
  • Manipulating firms have high accruals before and during manipulation period ndash consistent with the use of more accounting flexibility
  • Implications
  • What can we do
  • What can we do
  • Project with Chad Larson and Bob Retesuk
  • Data Analysis(Raw Line Item Data)
  • Slide Number 92
  • Slide Number 93
  • Findings so farhellip
  • OBJECTIVE OF DATA BASE
  • Slide Number 96
  • Slide Number 97
  • Slide Number 98
  • Thank you