longer-term consequences on income distribution of the great recession
TRANSCRIPT
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
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Date (2007:Q1 − 2011:Q2)
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7:Q
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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
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98
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100
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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