longer-term consequences on income distribution of the great recession

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Longer-Term Consequences on Income Distribution of the Great Recession Agar Brugiavini and Guglielmo Weber with Orazio Attanasio, Margherita Borella, Olympia Bover, Torben Heien Nielsen Discussion by Gianluca Violante (NYU) “Incomes Across the Great Recession”, Palermo, September 10th, 2011 Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 1 /15

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Longer-Term Consequences on Income Distributionof the Great Recession

Agar Brugiavini and Guglielmo Weberwith

Orazio Attanasio, Margherita Borella, Olympia Bover, Torben Heien Nielsen

Discussion by Gianluca Violante (NYU)

“Incomes Across the Great Recession”, Palermo, September 10th, 2011

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 1 /15

What the macro time series tell us (for the US)

2 4 6 8 10 12 14 16 1896

97

98

99

100

101

102

103

Date (2007:Q1 − 2011:Q2)

Nor

mal

ized

to 1

00 in

200

7:Q

1

Great Recession

Consumption

Income

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 2 /15

What the macro time series tell us (for the US)

2 4 6 8 10 12 14 16 1896

97

98

99

100

101

102

103

Date (2007:Q1 − 2011:Q2)

Nor

mal

ized

to 1

00 in

200

7:Q

1

Great Recession

Consumption

Income

Aggregates hide a lot of heterogeneity

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 2 /15

Questions and answers

Questions

1. Is individual income risk mostly permanent or transitory?

2. Does individual income risk translate into consumption (welfare)?

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 3 /15

Questions and answers

Questions

1. Is individual income risk mostly permanent or transitory?

2. Does individual income risk translate into consumption (welfare)?

Answers

1. Diverse findings across different countries

2. Very high pass-through from shocks to disposable income intoconsumption (larger than for the US, where φ = 0.64)

◮ In some cases, pass-through coefficient φ > 1

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 3 /15

1. Focus on disposable income issomewhat restrictive

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 4 /15

From individual wages to household consumption

c =N∑

i=1

wihi + bP + bG − τ + a− a′ + d

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 5 /15

From individual wages to household consumption

c =N∑

i=1

wihi + bP + bG − τ + a− a′ + d

• wi individual wage

• wihi individual labor supply

•∑N

i=1wihi household labor supply

•∑N

i=1wihi + bP family/social networks

•∑N

i=1wihi + bP + bG − τ public transfers and tax system

• c = ...+ a− a′ + d borrowing/saving and financial markets

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 5 /15

2. Permanent-transitory modelmight be misspecified

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 6 /15

Moments used in the estimation matter

Minimum distance estimation can be equally performed on incomecovariances in levels or in first-differences

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 7 /15

Moments used in the estimation matter

Minimum distance estimation can be equally performed on incomecovariances in levels or in first-differences

1975 1980 1985 1990

0

0.02

0.04

0.06

0.08

0.1

0.12

Variance of Permanent Shock

Year1975 1980 1985 1990

0

0.02

0.04

0.06

0.08

0.1

0.12

Variance of Transitory Shock

Year

Differences

Levels

Differences

Levels

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 7 /15

Moments used in the estimation matter

Minimum distance estimation can be equally performed on incomecovariances in levels or in first-differences

1975 1980 1985 1990

0

0.02

0.04

0.06

0.08

0.1

0.12

Variance of Permanent Shock

Year1975 1980 1985 1990

0

0.02

0.04

0.06

0.08

0.1

0.12

Variance of Transitory Shock

Year

Differences

Levels

Differences

Levels

Misspecification of the error-component model?

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 7 /15

Implications of estimates for life-cycle inequality (UK)

Permanent shocks cumulate over the life-cycle

Var. of log disp. income grows linearly with age at rate var(ζ) per year

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 8 /15

Implications of estimates for life-cycle inequality (UK)

Permanent shocks cumulate over the life-cycle

Var. of log disp. income grows linearly with age at rate var(ζ) per year

25 30 35 40 45 500

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Age

Var

ianc

e of

Log

Inco

me

Data (UK): slope = 0.01

Model (UK): slope =0.04

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 8 /15

Implications of estimates for life-cycle inequality (UK)

Permanent shocks cumulate over the life-cycle

Var. of log disp. income grows linearly with age at rate var(ζ) per year

25 30 35 40 45 500

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Age

Var

ianc

e of

Log

Inco

me

Data (UK): slope = 0.01

Model (UK): slope =0.04

Estimates in first diffs. grossly overestimate life-cycle inequality growth

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 8 /15

What if the true DGP is an AR(1) instead?

yit = pit + νit

pit = ρpi,t−1 + ζit

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 9 /15

What if the true DGP is an AR(1) instead?

yit = pit + νit

pit = ρpi,t−1 + ζit

Results from simulated buffer-stock model (Kaplan-Violante, 2010)

Autocorr. Coeff. φ

ρ = 1.00 0.77ρ = 0.97 0.67ρ = 0.95 0.62ρ = 0.93 0.58

Size of pass-through to consumption is decreasing in ρ becauseprecautionary wealth is larger for smaller ρ

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 9 /15

3. BPP pass-through coefficients biasedupward when liquidity constraints bind

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 10 /15

Identifying assumptions underlying BPP methodology

φ =cov(∆cit, ζit)

var(ζit)

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 11 /15

Identifying assumptions underlying BPP methodology

φ =cov(∆cit, ζit)

var(ζit)

Problem: ζit is unobservable –we only observe the sequence {∆yit}

BPP methodology requires the identifying assumption:

cov(∆cit, νi,t−2) = 0

Kaplan-Violante (2010): ‘‘short-memory” of consumption allocation

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 11 /15

Identifying assumptions underlying BPP methodology

φ =cov(∆cit, ζit)

var(ζit)

Problem: ζit is unobservable –we only observe the sequence {∆yit}

BPP methodology requires the identifying assumption:

cov(∆cit, νi,t−2) = 0

Kaplan-Violante (2010): ‘‘short-memory” of consumption allocation

Assumption violated if borrowing constraints bind often

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 11 /15

Simulations from life-cycle buffer-stock model

25 30 35 40 45 50 550

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

Age

φ (

pass

−th

roug

h co

effic

ient

)

TRUE

BPP Estimator

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 12 /15

Simulations from life-cycle buffer-stock model

25 30 35 40 45 50 550

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

Age

φ (

pass

−th

roug

h co

effic

ient

)

TRUE

BPP Estimator

Upward bias in φ̂ can explain pass-through from y to c above one

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 12 /15

4. Shocks to financial and housingwealth crucial in the Great Recession

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 13 /15

US households’ wealth in the Great Recession

Drop in Wealth Drop in IncomeAge (% of Income) (% of Income)

20− 29 78 1130− 39 128 1240− 49 173 950− 59 221 960− 69 284 6

Average 211 8

Source: Glover-Heathcote-Krueger-Rios Rull (2011)

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 14 /15

US households’ wealth in the Great Recession

Drop in Wealth Drop in IncomeAge (% of Income) (% of Income)

20− 29 78 1130− 39 128 1240− 49 173 950− 59 221 960− 69 284 6

Average 211 8

Source: Glover-Heathcote-Krueger-Rios Rull (2011)

Wealth shocks correlated with income shocks (e.g., local economy)

Positive correlation can explain pass-through coefficients above one

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 14 /15

Concluding thoughts

Estimates of income risk and pass-through are a lower bound for thoseduring the Great Recession

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 15 /15

Concluding thoughts

Estimates of income risk and pass-through are a lower bound for thoseduring the Great Recession

During economic downturns:

• Individual income risk larger (unemployment)

• Individual income risk more costly (cumulates with aggr. shocks)

• Channels of consumption insurance function less well

Gianluca Violante, Discussion of ”Longer-Term Consequences on Income Distribution of the Great Recession” p. 15 /15