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Gloria Jarmon Deputy Inspector General, Office of Audit Services Caryl Brzymialkiewicz Chief Data Officer, Office of Management and Policy U.S. Department of Health and Human Services Office of Inspector General November 3, 2016 Data Analytics and Improper Payments

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Page 1: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Gloria Jarmon Deputy Inspector General, Office of Audit Services

Caryl Brzymialkiewicz Chief Data Officer, Office of Management and Policy

U.S. Department of Health and Human ServicesOffice of Inspector General

November 3, 2016

Data Analytics and Improper Payments

Page 2: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Public Law

• Improper Payments Information Act of 2002 (IPIA) (P.L. No. 107-300) as amended

• Improper Payments Elimination and Recovery Act of 2010 (P.L. No. 111-204) and

• Improper Payments Elimination and Recovery Improvement Act of 2012 (IPERIA) (P.L. No. 112-248)

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Page 3: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

IPIA as amended

• To improve accountability of federal agencies’ administration of funds, the IPIA as amended requires agencies, including HHS, to annually report to the President and Congress on the agencies’ improper payments. An improper payment is any payment that should not have been made or that was made in an incorrect amount (either overpayments or underpayments).

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Page 4: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

IPIA as amended

• The head of each agency shall, in accordance with guidance prescribed by the Director of the Office of Management and Budget, periodically review all programs and activities that the relevant agency head administers and identify all programs and activities that may be susceptible to significant improper payments.

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Page 5: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Public Law

• Disaster Relief Appropriations Act of 2013 (DRAA) states that all funds received under the law are deemed “susceptible to significant improper payments” for the purposes of IPIA, as amended, which requires HHS to develop and report improper payment estimates of Superstorm Sandy funding

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Page 6: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

What’s an Error• An improper payment can be a payment made to an

ineligible recipient, a payment made in the wrong amount, a payment made without proper documentation, duplicate payments, or payments for services not rendered;

• Not all improper payments constitute fraud, and high improper payment rates do not necessarily indicate a high rate of fraud. While fraud may be one cause, improper payments are not always the result of fraud or payments that should not have been made; and

• Many improper payments may actually be corrected if the documentation was properly maintained and provided upon request.

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Page 7: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Government Wide

4.35%

3.14%

2.91% 2.81%

3.95%

5.42% 5.29%

4.69%

4.35%

3.53%

4.02%4.39%

0%

1%

2%

3%

4%

5%

6%

2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015

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Page 8: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Percentage Distribution

Medicare FFS 32%

ALL OTHER 22%SSI 2%

Medicare Part C 10%

Medicaid 21%

EITC 11%

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Page 9: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

By Agency

$0

$10

$20

$30

$40

$50

$60

$70

$80

$90

BIL

LIO

NS

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Page 10: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Improper Payment Amounts

$0

$20

$40

$60

$80

$100

$120

$140

2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015

Bill

ions

Medicare Fee-for-Service (FFS) Supplemental Security Income (SSI)

Retirement, Survivors & Disability Insurance (RSDI) Unemployment Insurance (UI)

Medicare Advantage (Part C) Medicaid

Supplemental Nutrition Assistance Program (SNAP) School Lunch

Other Programs Earned Income Tax Credit (EITC)

Pell Grants Public Housing / Rental Assistance

Medicare Prescription Drug Benefit (Part D) 10

Page 11: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Improper Payment Oversight

• In FY 2015, HHS reported $89.8 billion in improper payments

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Page 12: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Programs Susceptible to Significant Improper Payments

ProgramFY2015 Improper Payment Estimate

Dollars (in millions)Medicare FFS $43,326Medicare Advantage $14,117Medicare Prescription Drug Benefit $2,234Medicaid $29,125Children’s Health Insurance Program (CHIP) $632Temporary Assistance for Needy Families (TANF) N/AFoster Care $30.7Child Care and Development Fund (CCDF) $311.1Disaster Relief Appropriation Act Programs (DRAA) $1.4

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Page 13: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

HHS Error Rates

0%

10%

20%

30%

40%

50%

60%

70%

80%

2008 2009 2010 2011 2012 2013 2014 2015

Part A Part B Part C Part D MEDICAID

DME CHILD CARE FOSTER CAR TANF CHIP

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Page 14: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

HHS Error Rates

0%

2%

4%

6%

8%

10%

12%

14%

16%

18%

2008 2009 2010 2011 2012 2013 2014 2015

Part A Part B Part C Part D MEDICAID

CHILD CARE FOSTER CAR TANF CHIP

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Page 15: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

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Provide more and better access to data and analytics to support OIG’s mission

Organizational Performance Management

Advanced Analytics

Data Operations

DATAINFORMATION

KNOWLEDGE

IMPACT

Enhance our use of data to make more informed decisions

Improve access to

internal and external data

Accelerate data analytics for use in

audits, investigations, and evaluations

Office of the Chief Data Officer

Page 16: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Medicare Payments

California $44.8BFlorida $34.3BTexas $33.6BNew York $30.6BIllinois $20.3BPennsylvania $19.8BOhio $17.2BMichigan $17.1BNew Jersey $17.0BNorth Carolina $14.5B

Total Medicare Payments (CY2014)

ChicagoDetroit

Brooklyn

TampaMiami

S. LouisianaDallas

S. Texas

Los Angeles

Total paid(in billions)

Source: IDR

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Page 17: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

How the OCDO will help OIG be even more efficient and effective

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Page 18: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Using data analytics

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Investigators

Attorneys Auditors

Mathematicians

Harness data analytics to develop new

approaches to identify unknown, undetected, and emerging patterns

Prevent and combat new and existing fraud, waste, and

abuse

Statisticians

With Data Analytics

+ New Data Sets

Evaluators

Data Scientists

Programmers

Leverage diverse talent

Bring skills, authorities and tools together in a team approach to take a fresh look at the problem and capitalize

on innovative ways of looking at data

+ Federal, State, Local and Private Partners

Page 19: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Fraud Models: Risk Measures

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15

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• Developing statistical models to calculate “risk scores” for providers who may be defrauding Medicare

• Mapping of high-risk provider locations

• Leverage access to new data sources to add richness to the models

Notional Example

Actionable Advanced Analytics Means High-Quality Lead Generation

Page 20: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Using Analysis to Show Impact

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Page 21: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Analytic Tools

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• Trend Tool• Peer comparison

generator• Link analysis

(Pharmacy, Provider)• Payments by

Geographic Area• Dashboards

(Administrative data)

Page 22: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Using Analysis to Inform Decisions

• Consider how customers are going to use the results

• Create analytic products and processes that best facilitate the decision that needs to be made

• Socialize the team’s work and impact for positive change

• Conduct timely and relevant analysis to support decision-making, using the best available data, models, and results

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Page 23: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Medicare Error Rate

13.8%

11.4%

7.1%

8.0%

6.8%

6.8%

6.3%

9.8% 10.1%

5.2% 4.4%

3.9% 3.6%

12.4%

10.5%

8.6%

8.5% 10.1%

12.7% 12.1%

0.0%

2.0%

4.0%

6.0%

8.0%

10.0%

12.0%

14.0%

16.0%

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Page 24: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Medicare Improper Payments

$0

$5

$10

$15

$20

$25

$30

$35

$40

$45

$50

2008 2009 2010 2011 2012 2013 2014 2015

10.4

24.1

34.3

28.8 29.6

36

45.843.3

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Page 25: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

By Service Type

-10%

0%

10%

20%

30%

40%

50%

60%

70%

2010 2011 2012 2013 2014 2015

CHIROPRACTOR DIALYSIS HHA HOSPICE LAB LAB-OTHER SNF

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Page 26: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Drives Healthcare Workplan

• Nationwide Compliance Initiatives – HHA– Hospice– Lab

• SNF• Chiropractor• Dialysis

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Page 27: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Drives Healthcare Law Enforcement

• HHA• Hospice• Lab• SNF

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Page 28: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Home Health• Christian Home Health Inc.

– $34 million in fraudulent billing– Used elderly and disabled Medicare recipients in New Orleans and

adjacent communities to bill Medicare for unnecessary home health care services.

• Willsand Home Health Agency Inc. ,JEM Home Health Care LLC (JEM) and Healthy Choice Home Services Inc. – $57 million in fraudulent billing– purported to provide home health services to Medicare beneficiaries in

the Miami area, which were not medically necessary and often were never even provided and paid kickbacks to doctors, patient recruiters and staffing groups, which, in exchange, referred beneficiaries.

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Page 29: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Hospice• Community Health United Home Care, LLC

– $9.8 million settlement arising from a self-disclosure.– Submitted false claims for hospice services without

certifications of terminal illness.• Serenity Hospice and Palliative Care

– $2.2 million settlement.– Allegations that Serenity submitted false claims to Medicare

for hospice patients who were not eligible to be admitted.• Alive Hospice, Inc.

– $1.5 million settlement.– Allegations that Alive billed for services provided to patients

who did not qualify for general inpatient hospice care.

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Page 30: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Labs• Millennium Health – $256 million settlement – Billed for unnecessary urine drug tests and genetic

tests, including for unnecessary confirmation tests on samples that produced normal results

– Free testing cups in exchange for referrals• Physicians Group Services, P.A. – $7.4 million settlement – Maintains a clinical laboratory as part of its practice.– Billed for medically unnecessary quantitative urine

drug testing services.

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Page 31: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Skilled Nursing Facilities• Rehabcare - $125 million settlement -

presumptively placed patients in highest therapy reimbursement level– Increased therapy during assessment reference

periods only– Shifted therapy among disciplines to ensure

targeted reimbursement levels– Provided high amounts of therapy at end of

measurement period to reach minimum time threshold

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Page 32: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

OIG Objectives

1. Determine whether HHS complied with the IPIA for FY 2015 in accordance with OMB guidance

2. Evaluate HHS’ assessment of the level of risk and the quality of the improper payment estimates and methodology for high-priority programs

3. Assess HHS’ performance in reducing and recapturing improper payments

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Page 33: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Specific Requirements Measured

• Issues that must be reported to ensure IPIA compliance:§ Appropriate publishing of AFRs ü§ Conducting program-specific risk assessments r§ Developing improper payment estimates for programs

and activities identified as risk- susceptible r§ Publishing corrective action plans (CAPs) r§ Establishing and meeting annual reduction targets for

risk-susceptible programs r§ Reporting gross improper payment rates of less than

10% r

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Page 34: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

In FY 2015, HHS Failed To1. Perform risk assessments of payments to

employees and charge card payments 2. Publish an improper payment estimate for TANF

that OMB determined to be susceptible to improper payments

3. Publish a CAP for TANF 4. Meet reduction targets for four of the seven

programs for which HHS reported reduction targets in the FY 2014 AFR

5. Report an improper payment rate of less than 10 percent for Medicare FFS

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Page 35: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

Other Issues

• Medicare FFS program has not achieved a improper payment rate of less than 10 percent for 3 consecutive years

• HHS has not published an improper payment estimate and other required information for TANF for 5 consecutive years

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Page 36: Data Analytics and Improper Payments · 2019. 8. 11. · November 3, 2016 Data Analytics and Improper Payments. Public Law ... (SNAP) School Lunch Other Programs Earned Income Tax

OIG Recommendations

1. Develop and establish an improper payment estimate for TANF

2. Reduce improper payment rates to below 10 percent and achieve established improper payment target rates

3. Conduct risk assessments of payments to employees and charge card payments

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