1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2
1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2 Calibration of ρ 1 and ρ 2 ? ◮ Optimize to best match
1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2 Calibration of ρ 1 and ρ 2 ? ◮ Optimize to best match ◮ Guvenen, Karahan, Ozkan, and Song (2015); ‘GKOS’
1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2 Calibration of ρ 1 and ρ 2 ? ◮ Optimize to best match ◮ Guvenen, Karahan, Ozkan, and Song (2015); ‘GKOS’
1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2 Calibration of ρ 1 and ρ 2 ? ◮ Optimize to best match ◮ Guvenen, Karahan, Ozkan, and Song (2015); ‘GKOS’ Results: ◮ ‘Transitory’: Half life is a quarter
1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2 Calibration of ρ 1 and ρ 2 ? ◮ Optimize to best match ◮ Guvenen, Karahan, Ozkan, and Song (2015); ‘GKOS’ Results: ◮ ‘Transitory’: Half life is a quarter ◮ ‘Persistent’: ρ 2 ≈ 0 . 99 (quarterly)
1. Both Shocks Work The Same Way ‘Jump-drift’ process: ◮ Income flow rate might jump (up or down) ◮ Decays toward zero like an AR(1) ◮ Call the two ‘decay’ parameters ρ 1 and ρ 2 Calibration of ρ 1 and ρ 2 ? ◮ Optimize to best match ◮ Guvenen, Karahan, Ozkan, and Song (2015); ‘GKOS’ Results: ◮ ‘Transitory’: Half life is a quarter ◮ ‘Persistent’: ρ 2 ≈ 0 . 99 (quarterly) ◮ It’s (nearly) a permanent shock
1. Assessment? ‘Persistent’ shock: ◮ Yay!
1. Assessment? ‘Persistent’ shock: ◮ Yay! ◮ Common interpretation of GKOS (including by GKOS):
1. Assessment? ‘Persistent’ shock: ◮ Yay! ◮ Common interpretation of GKOS (including by GKOS): ◮ ‘Friedman’ permanent shocks wrong way to think about it
1. Assessment? ‘Persistent’ shock: ◮ Yay! ◮ Common interpretation of GKOS (including by GKOS): ◮ ‘Friedman’ permanent shocks wrong way to think about it ◮ Looks pretty good to me!
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600 Is this equivalent to $600 lump sum?
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600 Is this equivalent to $600 lump sum? ◮ For nondurables spending – see next slides
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600 Is this equivalent to $600 lump sum? ◮ For nondurables spending – see next slides ◮ For durables, surely not:
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600 Is this equivalent to $600 lump sum? ◮ For nondurables spending – see next slides ◮ For durables, surely not: ◮ Several papers find lump sums are used as car down payments
1. Transitory Shock Possibly more problematic. Take 2008 stimulus checks: ◮ Arrived as a lump sum of $600 (or $1200) at instant of time ◮ AKMWW: $600 shock (for someone with weekly paycheck) is: Week Amount 1 $35.07 2 $33.09 ... ... 13 $17.39 ... ... ∞ 0 Sum: $600 Is this equivalent to $600 lump sum? ◮ For nondurables spending – see next slides ◮ For durables, surely not: ◮ Several papers find lump sums are used as car down payments ◮ $35.07 (or $70.14) would not suffice!
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600 ◮ Exactly equivalent to lump sum of $600 if
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600 ◮ Exactly equivalent to lump sum of $600 if ◮ Perfect foresight
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600 ◮ Exactly equivalent to lump sum of $600 if ◮ Perfect foresight ◮ No liquidity constraints
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600 ◮ Exactly equivalent to lump sum of $600 if ◮ Perfect foresight ◮ No liquidity constraints ◮ Perfect capital markets
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600 ◮ Exactly equivalent to lump sum of $600 if ◮ Perfect foresight ◮ No liquidity constraints ◮ Perfect capital markets
1. ‘Deaton’ Permanent Income In a certainty equivalent model: � ∞ � � R − n y t + n D t = (1) E t n =0 = (r / R) D t (2) C t ◮ AKMWW ‘transitory’ shock makes D t ↑ by $600 ◮ Exactly equivalent to lump sum of $600 if ◮ Perfect foresight ◮ No liquidity constraints ◮ Perfect capital markets That is, if there is no reason to do any of the incredibly hard and impressive work they do to deal with liquidity constraints, uncertainty, time-varying interest rates, etc etc etc
1. The Good News As ρ 2 ↓ 0 ◮ In theory:
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock ◮ A quarter? Starts to be problematic
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock ◮ A quarter? Starts to be problematic ◮ Say, for analyzing 2008 stimulus
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock ◮ A quarter? Starts to be problematic ◮ Say, for analyzing 2008 stimulus ◮ Summers would not be impressed
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock ◮ A quarter? Starts to be problematic ◮ Say, for analyzing 2008 stimulus ◮ Summers would not be impressed
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock ◮ A quarter? Starts to be problematic ◮ Say, for analyzing 2008 stimulus ◮ Summers would not be impressed Am pretty confident that it can be made to work OK ... ◮ ... with recalibration
1. The Good News As ρ 2 ↓ 0 ◮ In theory: ◮ AKMWW shock approaches a ‘Friedman’ transitory shock ◮ In practice, numerics must break down somewhere ◮ Interesting to know half-life mark where it breaks down ◮ A week? Indistinguishable from ‘Friedman’ shock ◮ A quarter? Starts to be problematic ◮ Say, for analyzing 2008 stimulus ◮ Summers would not be impressed Am pretty confident that it can be made to work OK ... ◮ ... with recalibration ◮ ... and for some Q’s (like stimulus) maybe need 3 not two z ’s
2. Timing of Shocks Frequency of arrival of shocks:
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes!
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes! ◮ Low, Meghir, and Pistaferri (2010): z 2 shocks are mostly:
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes! ◮ Low, Meghir, and Pistaferri (2010): z 2 shocks are mostly: ◮ Promotions
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes! ◮ Low, Meghir, and Pistaferri (2010): z 2 shocks are mostly: ◮ Promotions ◮ Job Changes
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes! ◮ Low, Meghir, and Pistaferri (2010): z 2 shocks are mostly: ◮ Promotions ◮ Job Changes
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes! ◮ Low, Meghir, and Pistaferri (2010): z 2 shocks are mostly: ◮ Promotions ◮ Job Changes which happen maybe once every 5 years, not 38
2. Timing of Shocks Frequency of arrival of shocks: Transitory Arrives once every 3 years Permanent Arrives once every 38 years Yikes! ◮ Low, Meghir, and Pistaferri (2010): z 2 shocks are mostly: ◮ Promotions ◮ Job Changes which happen maybe once every 5 years, not 38 ◮ Vast lit: Trans shocks large at annual frequency
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet.
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss ◮ Good news: With recalibration, it could be serious
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss ◮ Good news: With recalibration, it could be serious ◮ Many ‘millions of data points’ papers out there besides GKOS
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss ◮ Good news: With recalibration, it could be serious ◮ Many ‘millions of data points’ papers out there besides GKOS ◮ Most of them estimate Friedmanesque process
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss ◮ Good news: With recalibration, it could be serious ◮ Many ‘millions of data points’ papers out there besides GKOS ◮ Most of them estimate Friedmanesque process ◮ GKOS specialized in measuring leptokurtosis, recessions, tails
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss ◮ Good news: With recalibration, it could be serious ◮ Many ‘millions of data points’ papers out there besides GKOS ◮ Most of them estimate Friedmanesque process ◮ GKOS specialized in measuring leptokurtosis, recessions, tails ◮ They aren’t aiming at any of these targets anyway
Micro: Not Quite There Yet ... Is their description of HH income ‘good enough’? ◮ In short: Not yet. ◮ Sim process at HH level, compare results to data ◮ Am sure it would make huge miss ◮ Good news: With recalibration, it could be serious ◮ Many ‘millions of data points’ papers out there besides GKOS ◮ Most of them estimate Friedmanesque process ◮ GKOS specialized in measuring leptokurtosis, recessions, tails ◮ They aren’t aiming at any of these targets anyway ◮ ⇒ Match rest of literature, not GKOS
Macro: Aggregate C and Y Dynamics Claim to solve two (related) puzzles: 1. Campbell and Deaton (1989): ‘Excess smoothness’:
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