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Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix House Prices and Consumer Spending David Berger, Veronica Guerrieri, Guido Lorenzoni, Joe Vavra BBLM, Departimento del Tesoro Giugno 2017 Motivation Baseline


  1. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix House Prices and Consumer Spending David Berger, Veronica Guerrieri, Guido Lorenzoni, Joe Vavra BBLM, Departimento del Tesoro Giugno 2017

  2. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Consumption Decline in Great Recession Total Consumption Non-Durable Goods Services 1.14 1.14 1.1 1.12 1.12 1.1 1973-75 1.1 1980 1.08 1.05 1982-83 1.08 1990-91 2001 1.06 2007-09 1.06 1.04 1.04 1.02 1 1.02 1 1 0.98 0.96 0.95 0.98 0 5 10 0 5 10 0 5 10 Quarter Since Recession Start

  3. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Consumption Response to House Prices in the Data • deep consumption decline in Great Recession • growing literature points to large decline in housing wealth • various measures of consumption respond strongly to house price movements under various identifications: • Campbell and Cocco (2007): UK non-durable exp ( ≈ 1 . 22) • Case, Quigley and Shiller (2013): state-level data (0 . 03 − 0 . 18) • Mian, Rao, and Sufi (2013): county Mastercard spending + autos spending (0 . 13 − 0 . 26) • Stroebel and Vavra (2015): Nielsen homescan spending • puzzle relative to standard PIH model (Sinai and Souleles)

  4. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Question broad question: can consumption models rationalize this evidence? in particular: • can a standard model with incomplete markets work? • what are the channels? • does the level/distribution of household debt matter? • can we rationalize the recent boom-bust episode?

  5. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Results • wide class of Bewley-type of models ⇒ simple formula: ∆ C it = MPC it ( 1 − δ ) P t H it − 1 ∆ P t P t • holds exactly with strong assumptions, but typically a accurate approximation • estimate our formula in the data using BPP approach implies large elasticities consistent with: • calibrated model • other empirical estimates • general equilibrium exercise: boom-bust episode • main shock: expected housing appreciation shock • consumption response dominated by partial equilibrium • GE effect important for residential investment and for bust

  6. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Set up • households indexed by i live J = 60 periods • work for J y = 35 periods and retired for J o = 25 • j it = age of household i at time t • two assets: a risk-free asset ( A it ) and housing ( H it ) • risk-free asset yields interest r • housing stock yields housing services one for one • depreciation rate δ and exogenous house prices P t

  7. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Preferences • for household i at time t with j it < J : it H 1 − α U ( C it , H it ) = ( C α ) 1 − σ it 1 − σ • bequest motive for j it = J : � 1 − σ � Γ i +( 1 − δ ) P t + 1 H it +( 1 + r ) A it Ψ U ( C it , H it )+ β , 1 − σ P Xt + 1 Γ i = human wealth of offspring P Xt + 1 = price index that converts nominal into real wealth

  8. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Constraints • budget constraint C it + P t H it + A it = Y it +( 1 − δ ) P t H it − 1 +( 1 + r ) A it − 1 • borrowing constraint − ( 1 + r ) A it ≤ ( 1 − θ )( 1 − δ ) P t + 1 H it • income process when agent works: Y it = exp { χ ( j it )+ z it } where χ ( j it ) age-dependent component and z it = ρ z it − 1 + η it • social security process as in Guvenen and Smith (2014)

  9. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Benchmark • special case = permanent income: 1. no income uncertainty 2. no borrowing constraint 3. constant house prices • assume β ( 1 + r ) = 1 and Ψ = ( 1 − β ) − σ • perfect consumption smoothing: � � J ( 1 + r ) − j Y t + j +( 1 − δ ) PH t − 1 +( 1 + r ) A t − 1 ∑ C t = α ( 1 − β ) j = 0

  10. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Benchmark: Some Numbers • elasticity of consumption to house prices dC C / dP ( 1 − δ ) PH t − 1 P = ∑ J j = 0 ( 1 + r ) − j Y t + j +( 1 − δ ) PH t − 1 +( 1 + r ) A t − 1 • set r = 2 . 5 % , then human wealth is ≈ Y / r = 40 Y • set ( 1 − δ ) PH = 2 . 15 Y and A = − 0 . 32 Y (2001 SCF) elasticity = 0 . 0514 • suppose household debt goes up by 0 . 5 Y so that A = − 0 . 82 Y elasticity = 0 . 0520

  11. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Benchmark: Take Out • implication 1: aggregate elasticity is small relative to empirical literature • implication 2: aggregate elasticity minimally affected by household debt • implication 3: the old are the ones with higher elasticities

  12. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix General Model: Simple Formula • Proposition : individual consumption response to a permanent change in house price: ∆ C it = MPC it ( 1 − δ ) P t H it − 1 ∆ P t / P t • 3 key assumptions: 1. liquid housing wealth 2. Cobb-Douglas/CRRA preferences • formula can be extended for CES and θ = 0 • results robust numerically for CES with θ > 0 3. house prices follow a random walk (special case: constant )

  13. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Interpretation • important implication: larger consumption response the larger correlation of MPC and housing values • house price increases affect C in 4 ways: 1. endowment effect : existing house worth more ( C ↑ ) 2. income effect : housing more expensive ( C ↓ ) 3. substitution effect : housing relatively more exp. ( C ↑ ) 4. collateral effect : relaxed borrowing constraint ( C ↑ ) • our formula: consumption response represented as pure endowment effect! ⇒ effects 2-4 cancel out • however all effects are large in isolation (more later ...)

  14. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Calibration • annual model → interest rate r = 2 . 4 % • intertemporal elasticity σ = 2 • housing depreciation rate δ = 2 . 2 % (BEA data) • collateral constraint θ = 0 . 25 (minimum down payment) • income process using PSID data: • life-cycle component to fit regression of earnings on age (as Kaplan and Violante 2010) • temporary component: ρ = 0 . 91, σ = 0 . 21 (as Floden and Linde 2001) • remaining parameters target life-cycle profiles of housing and liquid wealth in 2001 SCF data (9 age bins)

  15. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Model Fit Housing wealth 3.5 3 2.5 2 1.5 1 25 30 35 40 45 50 55 60 65 70 Age Liquid wealth net of debt 2 Model SCF 2001 1 0 −1 25 30 35 40 45 50 55 60 65 70 Age

  16. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Elasticities over the Life Cycle 0.55 0.5 0.45 0.4 0.35 30 35 40 45 50 55 Age

  17. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Understanding the Life Cycle Housing over the lifecycle 3.5 3 2.5 2 1.5 1 25 30 35 40 45 50 55 Age MPC over the lifecycle 0.3 0.25 0.2 0.15 0.1 0.05 25 30 35 40 45 50 55 Age

  18. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Decomposition 0.3 0.2 0.1 Substitution effect 0 Income effect Collateral effect Endowment effect -0.1 -0.2 30 35 40 45 50 55 Age

  19. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix More on Decomposition • substitution, collateral, and "net-wealth" effect of similar size • "net-wealth" effect = endowment + income effect • borrowing constraints in our model ⇒ net-wealth effect > 0

  20. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix More on Decomposition • substitution, collateral, and "net-wealth" effect of similar size • "net-wealth" effect = endowment + income effect • borrowing constraints in our model ⇒ net-wealth effect > 0 • Comparison to existing "small wealth effects" models: 1. PIH: • Collateral effect = 0 • Net-wealth effect ≃ 0 2. Sinai and Souleles (2005): • Collateral effect = 0 • Net-wealth effect = 0 • Substitution effect = 0

  21. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Some Implications 1. all 4 effects are large in isolation consistent with DeFusco (2015): large collateral channel 2. larger consumption responses when both MPC and PH are large consistent with Mian, Rao, Sufi (2013): biggest effects for most levered

  22. Motivation Baseline Model Full Model Empirics Boom-Bust Conclusions Appendix Baseline: Take Out • implication 1: aggregate elasticity over working life is large = 0.47 • implication 2: aggregate elasticity affected by household debt distribution • implication 3: the young are the ones with higher elasticities because are more levered (Attanasio et al. 2009)

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