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Credit Shocks in an Economy with Heterogeneous Firms and Default by Aubhik Khan, Tatsuro Senga and Julia K. Thomas Discussed by Urban Jermann
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Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Nov 10, 2018

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Page 1: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Credit Shocks in an Economywith Heterogeneous Firms and

Defaultby Aubhik Khan, Tatsuro Senga and Julia K. Thomas

Discussed by Urban Jermann

Page 2: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Contribution

I Present GE model with heterogenous firms and default

I Similar objectives as Gomes and Schmid (2010),Arellano, Bai and Kehoe (2012)

I Solve & calibrate the model, and study TFP and creditshocks

I Credit shocks have persistent effects on N, I and GDP

I Slow recovery

I Fluctuations in entry and exit are important

Page 3: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Contribution

I Present GE model with heterogenous firms and defaultI Similar objectives as Gomes and Schmid (2010),Arellano, Bai and Kehoe (2012)

I Solve & calibrate the model, and study TFP and creditshocks

I Credit shocks have persistent effects on N, I and GDP

I Slow recovery

I Fluctuations in entry and exit are important

Page 4: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Contribution

I Present GE model with heterogenous firms and defaultI Similar objectives as Gomes and Schmid (2010),Arellano, Bai and Kehoe (2012)

I Solve & calibrate the model, and study TFP and creditshocks

I Credit shocks have persistent effects on N, I and GDP

I Slow recovery

I Fluctuations in entry and exit are important

Page 5: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Contribution

I Present GE model with heterogenous firms and defaultI Similar objectives as Gomes and Schmid (2010),Arellano, Bai and Kehoe (2012)

I Solve & calibrate the model, and study TFP and creditshocks

I Credit shocks have persistent effects on N, I and GDP

I Slow recovery

I Fluctuations in entry and exit are important

Page 6: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Contribution

I Present GE model with heterogenous firms and defaultI Similar objectives as Gomes and Schmid (2010),Arellano, Bai and Kehoe (2012)

I Solve & calibrate the model, and study TFP and creditshocks

I Credit shocks have persistent effects on N, I and GDPI Slow recovery

I Fluctuations in entry and exit are important

Page 7: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Contribution

I Present GE model with heterogenous firms and defaultI Similar objectives as Gomes and Schmid (2010),Arellano, Bai and Kehoe (2012)

I Solve & calibrate the model, and study TFP and creditshocks

I Credit shocks have persistent effects on N, I and GDPI Slow recovery

I Fluctuations in entry and exit are important

Page 8: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

ModelI Firms’production function

yi = zεikai n

νi , α+ ν < 1

z aggregate TFP

εi firm specific TFP

I

k ′i = (1− δ) ki + iiI Fixed cost

ξ0I Labor choice

π (k, ε; s, µ) = maxnzεkanν −ω (s, µ) n

= (1− ν) y (k, ε; s, µ)

Page 9: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

ModelI Firms’production function

yi = zεikai n

νi , α+ ν < 1

z aggregate TFP

εi firm specific TFP

I

k ′i = (1− δ) ki + ii

I Fixed costξ0

I Labor choice

π (k, ε; s, µ) = maxnzεkanν −ω (s, µ) n

= (1− ν) y (k, ε; s, µ)

Page 10: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

ModelI Firms’production function

yi = zεikai n

νi , α+ ν < 1

z aggregate TFP

εi firm specific TFP

I

k ′i = (1− δ) ki + iiI Fixed cost

ξ0

I Labor choice

π (k, ε; s, µ) = maxnzεkanν −ω (s, µ) n

= (1− ν) y (k, ε; s, µ)

Page 11: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

ModelI Firms’production function

yi = zεikai n

νi , α+ ν < 1

z aggregate TFP

εi firm specific TFP

I

k ′i = (1− δ) ki + iiI Fixed cost

ξ0I Labor choice

π (k, ε; s, µ) = maxnzεkanν −ω (s, µ) n

= (1− ν) y (k, ε; s, µ)

Page 12: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

FinancingI One-period defaultable debt

due : bisold : q

(k ′i , b

′i , εi ; s, µ

)b′i

I Financial fixed cost

χθ (s) ξ1 (ε) , withχθ (s) = 1, if θ ∈ crisisχθ (s) = 0, if θ /∈ crisis

I Cash on hand

x (.) = (1− ν) y (.) + (1− δ) k − b− ξ0 − χθ (s) ξ1 (ε)

I DividendsD = x − k ′ + q (.) b′

I Nonnegative dividends, no external equity

D ≥ 0

Page 13: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

FinancingI One-period defaultable debt

due : bisold : q

(k ′i , b

′i , εi ; s, µ

)b′i

I Financial fixed cost

χθ (s) ξ1 (ε) , withχθ (s) = 1, if θ ∈ crisisχθ (s) = 0, if θ /∈ crisis

I Cash on hand

x (.) = (1− ν) y (.) + (1− δ) k − b− ξ0 − χθ (s) ξ1 (ε)

I DividendsD = x − k ′ + q (.) b′

I Nonnegative dividends, no external equity

D ≥ 0

Page 14: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

FinancingI One-period defaultable debt

due : bisold : q

(k ′i , b

′i , εi ; s, µ

)b′i

I Financial fixed cost

χθ (s) ξ1 (ε) , withχθ (s) = 1, if θ ∈ crisisχθ (s) = 0, if θ /∈ crisis

I Cash on hand

x (.) = (1− ν) y (.) + (1− δ) k − b− ξ0 − χθ (s) ξ1 (ε)

I DividendsD = x − k ′ + q (.) b′

I Nonnegative dividends, no external equity

D ≥ 0

Page 15: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

FinancingI One-period defaultable debt

due : bisold : q

(k ′i , b

′i , εi ; s, µ

)b′i

I Financial fixed cost

χθ (s) ξ1 (ε) , withχθ (s) = 1, if θ ∈ crisisχθ (s) = 0, if θ /∈ crisis

I Cash on hand

x (.) = (1− ν) y (.) + (1− δ) k − b− ξ0 − χθ (s) ξ1 (ε)

I DividendsD = x − k ′ + q (.) b′

I Nonnegative dividends, no external equity

D ≥ 0

Page 16: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

FinancingI One-period defaultable debt

due : bisold : q

(k ′i , b

′i , εi ; s, µ

)b′i

I Financial fixed cost

χθ (s) ξ1 (ε) , withχθ (s) = 1, if θ ∈ crisisχθ (s) = 0, if θ /∈ crisis

I Cash on hand

x (.) = (1− ν) y (.) + (1− δ) k − b− ξ0 − χθ (s) ξ1 (ε)

I DividendsD = x − k ′ + q (.) b′

I Nonnegative dividends, no external equity

D ≥ 0

Page 17: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Default

I Firms with negative equity default

V 1 (x, ε; sl , µ) = πdx + (1− πd )V2 (x, ε; sl , µ) < 0

I with

V 2 (.) = maxk ′,b′

[x − k ′ + q (.) b′+

∑Nsm=1 πslmdm (sl , µ)∑ πε

ijV0 (.′)

]s.t.

x − k ′ + q (.) b′ ≥ 0

Page 18: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Default

I Firms with negative equity default

V 1 (x, ε; sl , µ) = πdx + (1− πd )V2 (x, ε; sl , µ) < 0

I with

V 2 (.) = maxk ′,b′

[x − k ′ + q (.) b′+

∑Nsm=1 πslmdm (sl , µ)∑ πε

ijV0 (.′)

]s.t.

x − k ′ + q (.) b′ ≥ 0

Page 19: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Debt pricing

I q (k ′, b′, εi ; sl , µ) b′ =

Ns

∑m=1

πslmdm (.)∑ πεij

[χ(x ′jm, εj ; sm, µ

′)b′+

(1− χ (.))min {b′, ρ (θ) (1− δ) k}

]

Page 20: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Frictions in the model

I Default cost

I Nonnegative dividends / no equity injectionI Financial (crisis) fixed cost χθ (s) ξ1 (ε)

I Exit & entry

Page 21: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Frictions in the model

I Default costI Nonnegative dividends / no equity injection

I Financial (crisis) fixed cost χθ (s) ξ1 (ε)

I Exit & entry

Page 22: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Frictions in the model

I Default costI Nonnegative dividends / no equity injectionI Financial (crisis) fixed cost χθ (s) ξ1 (ε)

I Exit & entry

Page 23: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Frictions in the model

I Default costI Nonnegative dividends / no equity injectionI Financial (crisis) fixed cost χθ (s) ξ1 (ε)

I Exit & entry

Page 24: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Credit Shock

Page 25: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Many moving parts

I Credit shock = Recovery shock + Fixed cost shock

I Default vs Entry&ExitI Capital distribution at entry

I Pareto distribution with lower bound k0 and curvatureparameter κ0

I Firm specific "Disaster Shocks"

I 10% probability of ε = 0

Page 26: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Many moving parts

I Credit shock = Recovery shock + Fixed cost shockI Default vs Entry&Exit

I Capital distribution at entry

I Pareto distribution with lower bound k0 and curvatureparameter κ0

I Firm specific "Disaster Shocks"

I 10% probability of ε = 0

Page 27: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Many moving parts

I Credit shock = Recovery shock + Fixed cost shockI Default vs Entry&ExitI Capital distribution at entry

I Pareto distribution with lower bound k0 and curvatureparameter κ0

I Firm specific "Disaster Shocks"

I 10% probability of ε = 0

Page 28: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Many moving parts

I Credit shock = Recovery shock + Fixed cost shockI Default vs Entry&ExitI Capital distribution at entry

I Pareto distribution with lower bound k0 and curvatureparameter κ0

I Firm specific "Disaster Shocks"

I 10% probability of ε = 0

Page 29: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Many moving parts

I Credit shock = Recovery shock + Fixed cost shockI Default vs Entry&ExitI Capital distribution at entry

I Pareto distribution with lower bound k0 and curvatureparameter κ0

I Firm specific "Disaster Shocks"

I 10% probability of ε = 0

Page 30: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Many moving parts

I Credit shock = Recovery shock + Fixed cost shockI Default vs Entry&ExitI Capital distribution at entry

I Pareto distribution with lower bound k0 and curvatureparameter κ0

I Firm specific "Disaster Shocks"I 10% probability of ε = 0

Page 31: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Simplified partial equilibrium model

I

V (x) =

= maxk ′,b′

x − k ′ + q (k ′, b′) b′

+βE max

Aε′k ′

a1−ν + (1− δ) k ′

−b− ξ0 − χθ

(θ′)

ξ1 (ε′)

, 0

I Assumek ′ = q

(b′)b′ + x

Page 32: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Simplified partial equilibrium model

I

V (x) =

= maxk ′,b′

x − k ′ + q (k ′, b′) b′

+βE max

Aε′k ′

a1−ν + (1− δ) k ′

−b− ξ0 − χθ

(θ′)

ξ1 (ε′)

, 0

I Assume

k ′ = q(b′)b′ + x

Page 33: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Simplified partial equilibrium model ll

I

maxB ′

βE∫ ε̄′

ε∗′(B ′)

ε′[

A (B ′ + x)a1−ν

+ (1− δ) (B ′ + x)

]−B ′Rc (B ′)− ξ0 − χθ

(θ′)

ξε′

dΦ(ε′)

IB ′

β= E

{Φ(ε∗′)BRc

}+E

{∫ ε∗′(B ′)

εmin

[ρ (θ) (1− δ) ε′

(B ′ + x

),BRc

]dΦ

(ε′)}

Page 34: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Simplified partial equilibrium model ll

I

maxB ′

βE∫ ε̄′

ε∗′(B ′)

ε′[

A (B ′ + x)a1−ν

+ (1− δ) (B ′ + x)

]−B ′Rc (B ′)− ξ0 − χθ

(θ′)

ξε′

dΦ(ε′)

IB ′

β= E

{Φ(ε∗′)BRc

}+E

{∫ ε∗′(B ′)

εmin

[ρ (θ) (1− δ) ε′

(B ′ + x

),BRc

]dΦ

(ε′)}

Page 35: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Optimal policies

Page 36: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Recovery rate shock

Page 37: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Recovery rate shock with lower interest rate

Page 38: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Fixed cost shock (balance sheet shock)

Page 39: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Conclusion

I Progress: GE with default and heterogenous firms

I I would like

I tighter calibration and more clarityI more explicit empirical evaluation

Page 40: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Conclusion

I Progress: GE with default and heterogenous firmsI I would like

I tighter calibration and more clarityI more explicit empirical evaluation

Page 41: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Conclusion

I Progress: GE with default and heterogenous firmsI I would like

I tighter calibration and more clarity

I more explicit empirical evaluation

Page 42: Credit Shocks in an Economy with Heterogeneous Firms and ...finance.wharton.upenn.edu/~jermann/slidesslKhanST.pdf · Credit Shocks in an Economy with Heterogeneous Firms and Default

Conclusion

I Progress: GE with default and heterogenous firmsI I would like

I tighter calibration and more clarityI more explicit empirical evaluation