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Distributional National Accounts Thomas Piketty (PSE) Emmanuel Saez (UC Berkeley) Gabriel Zucman (UC Berkeley) October 2017

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Distributional National Accounts

Thomas Piketty (PSE)Emmanuel Saez (UC Berkeley)Gabriel Zucman (UC Berkeley)

October 2017

There is a large disconnect today betweenthe study of inequality and macro

Macro: use national accounts, with no distributional information

Inequality: use survey & tax data, inconsistent with macro totals

This gap makes it hard to know growth is distributed and toanalyze the causes of the rise in inequality

How does growth of bottom 50%, middle 40%, top 10% adultscompare to total growth?

What part of rise in inequality owes to change in factor shares vs.changes in the concentration of labor and capital?

How do taxes and gov spending affect the distribution of growth?

To fill the gap, we need DistributionalNational Accounts (DINA)

We construct a micro database of income, wealth, taxes andtransfers consistent with national accounts totals in the US:

First income inequality series covering 100% of national income

First growth statistics by quantile consistent with macro growth

First assessment of total redistributive effects of gov. intervention

→ Back to Kuznets’ intent to study growth & inequality jointly, butwith more and better data

→ Goal: better compare inequality and growth across countries

Methodology:

How we distribute national income

How we move from fiscal income to totalnational income

1. Start with public-use samples of tax returns (1962-2010)

High quality, oversamples top

2. Supplement public-use files using additional IRS data

Age and gender information since 1979

Labor split for couples & fringe benefits on W2 since 1999

3. Impute missing income using SCF and CPS

Non-taxable capital income (pension funds, imputed rents): SCF

Monetary transfers: imputed based on CPS distribution by familyincome deciles and basic demographics

4. Distributionally neutral assumptions for public goods

We consider three main concepts ofincome matching national income

Factor national income

Sum of all labor income and capital income

Pre-tax national income

Subtracts contributions for pensions and social insurance, addscorresponding benefits (pensions, disability, unemployment)

Post-tax national income

Subtracts all other taxes

Adds back all other forms of government spending (individualizedtransfers + public goods)

↓Same national income total for factor, pre-tax and post-tax → gives

the broadest view of the redistributive effects of the government

Final product: a new tool for the study ofinequality & growth

Annual micro-data set representative of US pop. (1962-present):

Detailed income & wealth variables matching national accountsaggregates

Demographic information: age, gender, marital status, children

Can be used to compute wide array of growth & inequality stats,and simulate tax and transfer reforms

For 1913-1961: we rely on tabulated tax statistics → produce seriesfor specific income fractiles (top 10% and above)

The distribution of US nationalincome and growth:

Pre-tax vs. post-tax

DINA confirm the rise of incomeinequality, but post-tax inequality ↗ less

25%

30%

35%

40%

45%

50%

1917

1922

1927

1932

1937

1942

1947

1952

1957

1962

1967

1972

1977

1982

1987

1992

1997

2002

2007

2012

2017

% o

f nat

iona

l inc

ome

Top 10% national income share: pre-tax vs. post-tax

Pre-tax

Post-tax

Source: Appendix Tables II-B1 and II-C1

Bottom 50% share has collapsed

10%

15%

20%

25%

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

% o

f nat

iona

l inc

ome

Bottom 50% national income share: pre-tax vs. post-tax

Pre-tax

Post-tax

Source: Appendix Tables II-B1 and II-C1

Growth above average only above 88thpercentile

-1%

0%

1%

2%

3%

4%

5%

6% 5 10

15

20

25

30

35

40

45

50

55

60

65

70

75

80

85

90

95

100

Rea

l ave

rage

ann

ual g

row

th, 1

980-

2014

Income percentile

Average annual growth by percentile, 1980-2014

Top 0.001%

Average adult

Pre-tax

Post-tax

P99

P99.9

P99.99

Post-tax growth for bottom 50% has beenanemic, and eaten up by health spending

0

5,000

10,000

15,000

20,000

25,000

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Aver

age

inco

me

in c

onst

ant 2

014

$

Real income of bottom 50%: pre-tax vs. post-tax

Source: Appendix Tables II-B7, II-C7 and II-C3c.

Post-tax

Post-tax, excluding health benefits

Medicare + medicaid

Pre-tax

The fall of the bottom 50% mirrors therise of the top 1%

10%

12%

14%

16%

18%

20%

22%

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

% o

f nat

iona

l inc

ome

Pre-tax national income share: top 1% vs. bottom 50%

Bottom 50%

Top 1%

Source: Appendix Table II-B1

Decomposing inequality:

Labor vs. capital

Capital is making a comeback in the US

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

1913

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

The share of capital in pre-tax income

Macro capital share in national income

Capital is making a comeback at the top

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100% 19

13

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

The share of capital in pre-tax income

Top 0.1%

Top 1%

Top 10%

All

Bottom 90%

Source: Appendix Table II-B2d.

Since the 1990s, top 1% rises because ofcapital income

0%

5%

10%

15%

20%

25% 19

13

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

% o

f nat

iona

l inc

ome

Top 1% pre-tax income share: labor vs. capital income

Source: Appendix Table II-B2b

Capital income

Labor income

The top became younger in the 1980s and1990s, since the 2000s is growing older

40

42

44

46

48

50

52

54

56

58 19

79

1982

1985

1988

1991

1994

1997

2000

2003

2006

2009

2012

2015

Age

Average age by pre-tax income group

Top 0.1%

Top 1% Top 10%

Average age in the adult population

Source: Appendix Table II-F2.

Decomposing inequality:

the role of taxes and transfers

The macro rate of tax rose until the1960s and has been constant since then

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

1913

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

% o

f nat

iona

l inc

ome

Macroeconomic tax rate (Federal + State + local)

Source: Appendix Table II-G1.

Macroeconomic tax rate

Tax progressivity has declined since the1960s

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

1913

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

% o

f pre

-tax

inco

me

Average tax rates by pre-tax income group

Source: Appendix Table II-G1.

All

Bottom 50%

Top 1%

Taxes have increased for the bottom 50%because of payroll taxes

0%

5%

10%

15%

20%

25%

30%

1913

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

% o

f bot

tom

50%

pre

-tax

inco

me

Taxes paid by the bottom 50%

Capital taxes

Sales taxes

Individual income taxes

Payroll taxes

Source: Appendix Table II-G2

Taxes have fallen at the top because ofthe decline of corporate and estate taxes

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

1913

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

% o

f top

1%

pre

-tax

inco

me

Taxes paid by the top 1%

Estate taxes

Sales + residential property + payroll taxes

Corporate taxes

Individual income taxes

Source: Appendix Table II-G2

Individualized transfers have increasedsince the 1960s

0%

5%

10%

15%

20%

25% 19

60

1965

1970

1975

1980

1985

1990

1995

2000

2005

2010

2015

% o

f nat

iona

l inc

ome

Average transfers: individualized vs. collective consumption expenditure

Source: Appendix Table G4

Collective consumption expenditure

Individualized transfers (cash + in-kind)

More transfers go to the middle class thanto bottom 50%, even incl. Social Security

0%

5%

10%

15%

20%

25%

1960

1965

1970

1975

1980

1985

1990

1995

2000

2005

2010

2015

% o

f ave

rage

nat

iona

l inc

ome

Average individualized transfer by post-tax income group (including Social Security)

Source: Appendix Table II-G4b.

Middle 40%

Bottom 50%

Top 10%

All

Global DINAs

Top 10% in United States vs. FranceMethods Long run Capital Gender France vs US Conc

25%

30%

35%

40%

45%

50%

55%

1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010

Top 10 % income shares: France vs USA, 1910-2014

USA

France

243 650 € (PPP)

108 810 €

Distribution of pretax national income (before all taxes and transfers, except pensions and unempl. insurance) among adults. Equal-split-adults series (income of married couples divided by two). Distribution of pretax national income (before all taxes and transfers, except pensions and unempl. insurance) among adults. Equal-split-adults series (income of married couples divided by two).

54 / 61

Bottom 50% in United States vs. France

0

2,000

4,000

6,000

8,000

10,000

12,000

14,000

16,000

18,000

20,000 19

62

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Aver

age

inco

me

in c

onst

ant 2

014

dolla

rs Average pre-tax income of bottom 50%

adults: United States

Average pre-tax income of bottom 50% adults: France

Global income inequality

Key: in 2010, 20.8% of global income accrued to the top 1% earners, using Purchasing Power Parity estimates.Note: per adult pre-tax income. The unit is the adult individual above 20 years old.Regions aggregated: Africa, Asia, Europe, Middle-East, North America, Russia, Latin America. All data from WID.world

5

10

15

20

25

% w

orld

inco

me

1980 1985 1990 1995 2000 2005 2010 2015

Bottom 50% vs top 1% shares of global incomePurchasing Power Parity

Global top1%

Global bottom 50%

The future of global income inequality0

510

1520

2530

% g

loba

l inco

me

1980 1990 2000 2010 2020 2030 2040 2050Notes: Distribution of real per adult income at Purchasing Power Parity. Average national income growth projections based on OECD forecasts.Population growth projections based on UN forecasts. The distribution of growth within countries (actual or projected) is from WID.world.

Purchasing Power ParityTop 1% vs. Bottom 50% shares of global income: 1980-2050

Global top 1% income share

... all countries follow EU 1980-2016 inequality trend = scenario 3

Scenario 2

Global inequality assuming...

Scenario 1

Global bottom 50% income share

... all countries follow US 1980-2016 inequality trend = scenario 2

... all countries follow their own 1980-2016 inequality trend = scenario 1

Scenario 3

Conclusion

Combining tax, survey, and nationalaccounts data

The DINA agenda:

Construct new series on the distribution pre- and post-taxincome consistent with macro totals

Hope will be adopted by govt agencies down the road

Results for the United States:

Collapse of working-age bottom 50% pre-tax income, 0 growthpost transfer

Boom of top-end inequality since late 1990s due to capital

Spectacular gender gap at the top, not shrinking anymore

Gov. has offset only small fraction of the ↗ in pre-tax inequality,due to ↘ in tax progressivity & limited transfers to bottom 50%

Supplementary Slides

1980: Top 1% income = 27 × bottom 502014: Top 1% income = 81 × bottom 50

0

7,500

15,000

22,500

30,000

37,500

45,000

52,500

0

200,000

400,000

600,000

800,000

1,000,000

1,200,000

1,400,000 19

62

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Bot

tom

50%

real

ave

rage

pre

-tax

inco

me

(201

4$)

Top

1% re

al a

vera

ge p

re-ta

x in

com

e (2

014$

)

Real average pre-tax income of bottom 50% and top 1% adults

Source: Appendix Tables II-B7 and II-B10

1980: Top 1% = $428,000

1980: Bottom 50% = $16,000

2014:Top 1% = $1,305,000

2014: Bottom 50% = $16,200

Changes in standards of living in theUnited States since 1946

Income group 1980-2014 1946-1980 1980-2014 1946-1980

Full Population 61% 95% 61% 95%

Bottom 50% 1% 102% 21% 130%

Middle 40% 42% 105% 49% 98%

Top 10% 121% 79% 113% 69%

Top 1% 205% 47% 194% 58%

Top 0.1% 321% 54% 299% 104%

Top 0.01% 454% 75% 424% 201%

Top 0.001% 636% 57% 617% 163%

Pre-tax income growth Post-tax income growth

For bottom 50% working-age adults,pre-tax income has collapsed since 1979

0

5,000

10,000

15,000

20,000

25,000

1979

1981

1983

1985

1987

1989

1991

1993

1995

1997

1999

2001

2003

2005

2007

2009

2011

2013

2015

Aver

age

inco

me

in c

onst

ant 2

014

$

Real pre-tax income of bottom 50%, by age group

Real values are obtained by using the national income deflator and expressed in $2014. Income is divided equally among spouses.

All age

20-45 years old

45-65 years old

At the bottom, only retirees’ pre-taxincome is growing

0

5,000

10,000

15,000

20,000

25,000

1979

1983

1987

1991

1995

1999

2003

2007

2011

2015

Aver

age

inco

me

in c

onst

ant 2

014

$

Real pre-tax income of bottom 50%, by age group

Source: Appendix Tables II-B7 and II-B7b.

All age

20-45 years old

45-65 years old

>65 years old

Even after transfers, 0 growth inworking-age bottom 50% income since 79

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000 19

79

1983

1987

1991

1995

1999

2003

2007

2011

2015

Aver

age

inco

me

in c

onst

ant 2

014

$

Real post-tax income of bottom 50%, by age group

Source: Appendix Tables II-C7 and II-C7b.

All

20-45 years old

45-65 years old

65+ years old

Average income is growing less in tax andsurvey data than in the economy

100

140

180

220

260

300

1946

1950

1954

1958

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Average real income growth: national accounts vs. survey vs. fiscal data (1946 = 100)

Source: Appendix Table A0 and Census Bureau.

Fiscal income per tax unit (CPI)

National income per adult

CPS income per household (CPI)

Three culprits: inflation, fewer marriages,rising non-taxable income

100

140

180

220

260

300

1946

1950

1954

1958

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Average real income growth: national accounts vs. fiscal data (1946 = 100)

Source: Appendix Table A0.

Fiscal income per tax unit (CPI)

National income per adult

Fiscal income per tax unit (national income deflator)

Fiscal income per adult (national income deflator)

Top 1% income share: pre-tax vs.post-tax

5%

10%

15%

20%

1913

1918

1923

1928

1933

1938

1943

1948

1953

1958

1963

1968

1973

1978

1983

1988

1993

1998

2003

2008

2013

% o

f nat

iona

l inc

ome

Top 1% national income share: pre-tax vs. post-tax

Pre-tax

Post-tax

Source: Appendix Tables II-B1 and II-C1

For bottom 50% elderly, all the growthcomes from health transfers

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000 19

79

1983

1987

1991

1995

1999

2003

2007

2011

2015

Aver

age

inco

me

in c

onst

ant 2

014

dolla

rs

Post-tax income of the bottom 50% of elderly Americans (65+)

Source: Appendix Table II-C7c.

Post-tax income excluding health benefits

Post-tax income Medicare + Medicaid

Still a lot of inequality between genders,especially for older workers

100%

150%

200%

250%

300%

350%

1979

1981

1983

1985

1987

1989

1991

1993

1995

1997

1999

2001

2003

2005

2007

2009

2011

2013

2015

Average labor income of all men aged 20-64 / all women aged 20-64, by age group

Source: Appendix Table F1.

45 to 64

20 to 44

All

Capital is making a comeback in the US:robust to assuming fixed return on capital

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

50%

1946

1951

1956

1961

1966

1971

1976

1981

1986

1991

1996

2001

2006

2011

The share of capital in pre-tax income, assuming constant 5% return on capital

Top 0.1%

Top 1%

Top 10%

All (macro capital share in national income)

Top-end inequality is high and growing atall ages

0%

2%

4%

6%

8%

10%

12%

1979

1982

1985

1988

1991

1994

1997

2000

2003

2006

2009

2012

2015

% o

f pre

-tax

inco

me

Top 0.1% pre-tax national income share by age group

20-45

All

Source: Appendix Table II-B11b.

45-65

65+

Transfers have softened blow to themiddle-class during Great Recession

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000 19

62

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Aver

age

inco

me

in c

onst

ant 2

014

dolla

rs

Real income of the middle 40%: the role of transfers

Source: Appendix Table II-C3b.

Post-tax income excluding transfers

Post-tax income Transfers

Pre-tax national income inequality hasrisen less than fiscal income inequality

30%

35%

40%

45%

50%

1917

1922

1927

1932

1937

1942

1947

1952

1957

1962

1967

1972

1977

1982

1987

1992

1997

2002

2007

2012

Top 10% income share: comparison of estimates

Fiscal income per tax unit (Piketty-Saez)

Pre-tax income per adult

Source: Appendix Table II-B1 and Piketty and Saez (2003, updated to 2014).

Part of the difference owes to incomemissing from tax returns in 1950s-1970s

30%

35%

40%

45%

50%

1917

1922

1927

1932

1937

1942

1947

1952

1957

1962

1967

1972

1977

1982

1987

1992

1997

2002

2007

2012

Top 10% income share: fiscal income vs. pre-tax income

Pre-tax income per tax unit

Source: Appendix Tables II-B9 and Piketty and Saez (2003, updated to 2014)

Missing income

Fiscal income per tax unit (Piketty-Saez)

Rest of the difference owes to adults vs.tax units

30%

35%

40%

45%

50%

55%

1917

1922

1927

1932

1937

1942

1947

1952

1957

1962

1967

1972

1977

1982

1987

1992

1997

2002

2007

2012

% o

f tot

al in

com

e

Top 10% income share: tax units vs. equal-split adults

Pre-tax national income per tax unit

Source: Appendix TablesII- B1 and II-D1.

Pre-tax national income per adult (equal split)

Bottom 50% income with differenttreatment of education spending

0

5,000

10,000

15,000

20,000

25,000

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

Aver

age

inco

me

in c

onst

ant 2

014

$

Real post-tax income of bottom 50%: Different allocation of education spending

Source: Appendix Tables II-C3d.

Eduction lump sum per child

Education proportional to disposable income (excluding health)

Gender inequality and its effect on

individual-level inequality

When assigning each spouse her ownlabor income, inequality has increased less

30%

35%

40%

45%

50%

55%

1917

1922

1927

1932

1937

1942

1947

1952

1957

1962

1967

1972

1977

1982

1987

1992

1997

2002

2007

2012

2017

% o

f nat

iona

l inc

ome

Top 10% pre-tax income share: equal-split vs. individuals

Pre-tax income per adult (individuals)

Source: Appendix Table II-B9.

Pre-tax income per adult (equal split)

This is due to the decline in the inequalityof labor income between genders

100%

150%

200%

250%

300%

350%

400%

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Average pre-tax labor income of men aged 20-64 / women aged 20-64

Source: Appendix Table II-F1.

Part of the decline in gender inequalityowes to rising female labor force particip.

0%

10%

20%

30%

40%

50%

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Share of women in the employed population

Source: Appendix Table II-F1.

Men still make 85% of the top 1% of thelabor income distribution

0%

5%

10%

15%

20%

25%

30%

35%

40%

45%

50%

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Share of women in the employed population, by fractile of labor income

Source: Appendix Table II-F1.

Top 10%

Top 0.1%

Top 1%

All

At the median, no growth for working-agemen over half a century

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000

45,000 19

62

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Rea

l med

ian

pre-

tax

inco

me

($20

14)

Median pre-tax labor income: working-age men vs. working-age women

Source: Appendix Table II-B13.

Working-age men

Working-age women

Working age adults

Comparison with fiscal incomes

Bottom 90% has grown more than in taxdata

0

10,000

20,000

30,000

40,000

50,000

60,000

70,000 19

46

1950

1954

1958

1962

1966

1970

1974

1978

1982

1986

1990

1994

1998

2002

2006

2010

2014

Aver

age

inco

me

in c

onst

ant 2

014

dolla

rs

Bottom 90% income growth: Pre-tax income vs. fiscal income

National income per adult Bottom 90% fiscal income per tax unit (Piketty-Saez) Bottom 90% pre-tax income per adult

Source: Appendix Table II-B3 and Piketty and Saez (2003, updated to 2014)

+2.0%

+1.8%

+1.4%

+0.8% +2.1%

-0.1%

Without fringe benefits, 0 growth forbottom 90% since 1970s

0

5,000

10,000

15,000

20,000

25,000

30,000

35,000

40,000 19

62

1967

1972

1977

1982

1987

1992

1997

2002

2007

2012

Aver

age

inco

me

in c

onst

ant 2

014$

Average pre-tax income of the bottom 90%

Taxable labor income

Capital income

Tax-exempt labor income

Source: Appendix Table II-B2e