``monetary surprises, debt structure, and credit

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“Monetary Surprises, Debt Structure, and Credit Misallocation” by Yuchen Chen Nicolas Crouzet Kellogg School of Management, Northwestern University MFA 2021

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Page 1: ``Monetary Surprises, Debt Structure, and Credit

“Monetary Surprises, Debt Structure, and CreditMisallocation”by Yuchen Chen

Nicolas Crouzet

Kellogg School of Management, Northwestern University

MFA 2021

Page 2: ``Monetary Surprises, Debt Structure, and Credit

Loans as a fraction of the total debt of corporations (Crouzet, 2021)

20

30

40

50

60

%

1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015

All corporations

1 / 13

Page 3: ``Monetary Surprises, Debt Structure, and Credit

Loans as a fraction of the total debt of corporations (Crouzet, 2021)

20

30

40

50

60

%

1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010 2015

All corporationsPublic corporations

1 / 13

Page 4: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 5: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 6: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 7: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 8: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 9: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 10: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 11: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 12: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 13: ``Monetary Surprises, Debt Structure, and Credit

This paper

1. Document how debt structure changes after a monetary tightening

publicly traded US firms

“unconstrained” firms: loan share ↑, leverage ↓

“constrained” firms: loan share =, leverage ↓↓, equity issuance ↑↑

2. Propose a model of investment + capital structure + debt structure

loans = risk-free+collateralized; bonds = risky debt

stationary distribution + MP shock transmission

2 / 13

Page 14: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 15: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependence

bank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 16: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 17: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 18: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 19: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 20: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 21: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershot

Ippolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 22: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 23: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 24: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the data

secular decline in bank intermediation has different implications across models

3 / 13

Page 25: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 26: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 27: ``Monetary Surprises, Debt Structure, and Credit

Why should we care?

- “Prior” that MP transmission should depend on bank dependencebank lending channel (Bernanke and Blinder, 1992)

collateral intensity (Kiyotaki and Moore, 1997)

floating vs. fixed rate (Ippolito, Ozdagli and Perez-Orive, 2018)

flexibility (Bolton and Freixas, 2006; Crouzet, 2021)

- Evidence is still scattershotIppolito et al. 2018; Darmouni, Gyeseke, Rodnansky, 2020; Crouzet, 2021

- It’s unclear which model best fits the datasecular decline in bank intermediation has different implications across models

3 / 13

Page 28: ``Monetary Surprises, Debt Structure, and Credit

Debt structure and monetary policy shocks (Crouzet, 2021)

- US public corporations, quarterly data

- Monetary policy shocks: ηHFt

intraday change in Fed Funds futures (Kuttner, 2001)

164 FOMC announcement days, 1990q4-2007q4 (Gorodnichenko and Weber, 2016)

- Average (β) and differential (δ) effects on investment:

∆ log(kj,t+1) = αj + (macro controls) + βηHFt + εj,t

∆ log(kj,t+1) = αj + (sector × quarter f.e.) + δ(ηHF

t × xj,t−1)

+ εj,t

4 / 13

Page 29: ``Monetary Surprises, Debt Structure, and Credit

Debt structure and monetary policy shocks (Crouzet, 2021)

- US public corporations, quarterly data

- Monetary policy shocks: ηHFt

intraday change in Fed Funds futures (Kuttner, 2001)

164 FOMC announcement days, 1990q4-2007q4 (Gorodnichenko and Weber, 2016)

- Average (β) and differential (δ) effects on investment:

∆ log(kj,t+1) = αj + (macro controls) + βηHFt + εj,t

∆ log(kj,t+1) = αj + (sector × quarter f.e.) + δ(ηHF

t × xj,t−1)

+ εj,t

4 / 13

Page 30: ``Monetary Surprises, Debt Structure, and Credit

Debt structure and monetary policy shocks (Crouzet, 2021)

- US public corporations, quarterly data

- Monetary policy shocks: ηHFt

intraday change in Fed Funds futures (Kuttner, 2001)

164 FOMC announcement days, 1990q4-2007q4 (Gorodnichenko and Weber, 2016)

- Average (β) and differential (δ) effects on investment:

∆ log(kj,t+1) = αj + (macro controls) + βηHFt + εj,t

∆ log(kj,t+1) = αj + (sector × quarter f.e.) + δ(ηHF

t × xj,t−1)

+ εj,t

4 / 13

Page 31: ``Monetary Surprises, Debt Structure, and Credit

Debt structure and monetary policy shocks (Crouzet, 2021)

- US public corporations, quarterly data

- Monetary policy shocks: ηHFt

intraday change in Fed Funds futures (Kuttner, 2001)

164 FOMC announcement days, 1990q4-2007q4 (Gorodnichenko and Weber, 2016)

- Average (β) and differential (δ) effects on investment:

∆ log(kj,t+1) = αj + (macro controls) + βηHFt + εj,t

∆ log(kj,t+1) = αj + (sector × quarter f.e.) + δ(ηHF

t × xj,t−1)

+ εj,t

4 / 13

Page 32: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 33: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 34: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 35: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 36: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 37: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 38: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 39: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls

[Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 40: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls [Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 41: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls [Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls

[This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 42: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls [Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls [This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases

[This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 43: ``Monetary Surprises, Debt Structure, and Credit

Comparison with the evidence of Crouzet (2021)

Following a positive shock to the Fed Funds rate

- Investment falls [Not in this paper]

↑with initial loan share sj,t−1

- Total borrowing falls [This paper: ↑ for “constrained” firms]

= with initial loan share sj,t−1

- The loan share increases [This paper: ↓ for “constrained” firms]

= with initial credit rating Cj,t−1

5 / 13

Page 44: ``Monetary Surprises, Debt Structure, and Credit

The response of total borrowing in Crouzet (2021)

-8

-6

-4

-2

0

2

0 1 2 3 4 5 6 7 8

Quarter after shock

Average

-6

-4

-2

0

2

4

0 1 2 3 4 5 6 7 8

Quarter after shock

1 s.d. higher initial loan share

6 / 13

Page 45: ``Monetary Surprises, Debt Structure, and Credit

The response of the loan share in Crouzet (2021)

0

2

4

6

8

0 1 2 3 4 5 6 7 8

Quarter after shock

High-rated firms

-1

0

1

2

3

0 1 2 3 4 5 6 7 8

Quarter after shock

Low-rated firms (differential effect)

7 / 13

Page 46: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 47: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 48: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 49: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 50: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 51: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 52: ``Monetary Surprises, Debt Structure, and Credit

Further findings in Chen (2021)

Following a positive shock to the Fed Funds rate

- P(new loan|∆(debt) > 0) increases

↓ for “constrained” firms

- P(equity issuance) increases

↑ for “constrained” firms

- (New) loan and bond spreads increase

↑ for “constrained” firms (for loans, not bonds)

8 / 13

Page 53: ``Monetary Surprises, Debt Structure, and Credit

Comments/suggestions on empirical findings

1. Diff. results obtained on split samples, so significance hard to assess

Suggestion: Run as interactions everywhere

2. Magnitudes (e.g. meaning 6% vs. 8% ↑ in odds of equity issuance?)

Suggestion: Baseline rates; shock→ 100bps effect on FFR

3. Equity financing response is interesting + makes sense in the model

Suggestion: Aggregate data (Jermann and Quadrini, 2012)Evidence on SEOs (DeAngelo, DeAngelo and Stulz, 2010)

9 / 13

Page 54: ``Monetary Surprises, Debt Structure, and Credit

Comments/suggestions on empirical findings

1. Diff. results obtained on split samples, so significance hard to assess

Suggestion: Run as interactions everywhere

2. Magnitudes (e.g. meaning 6% vs. 8% ↑ in odds of equity issuance?)

Suggestion: Baseline rates; shock→ 100bps effect on FFR

3. Equity financing response is interesting + makes sense in the model

Suggestion: Aggregate data (Jermann and Quadrini, 2012)Evidence on SEOs (DeAngelo, DeAngelo and Stulz, 2010)

9 / 13

Page 55: ``Monetary Surprises, Debt Structure, and Credit

Comments/suggestions on empirical findings

1. Diff. results obtained on split samples, so significance hard to assess

Suggestion: Run as interactions everywhere

2. Magnitudes (e.g. meaning 6% vs. 8% ↑ in odds of equity issuance?)

Suggestion: Baseline rates; shock→ 100bps effect on FFR

3. Equity financing response is interesting + makes sense in the model

Suggestion: Aggregate data (Jermann and Quadrini, 2012)Evidence on SEOs (DeAngelo, DeAngelo and Stulz, 2010)

9 / 13

Page 56: ``Monetary Surprises, Debt Structure, and Credit

Comments/suggestions on empirical findings

1. Diff. results obtained on split samples, so significance hard to assess

Suggestion: Run as interactions everywhere

2. Magnitudes (e.g. meaning 6% vs. 8% ↑ in odds of equity issuance?)

Suggestion: Baseline rates; shock→ 100bps effect on FFR

3. Equity financing response is interesting + makes sense in the model

Suggestion: Aggregate data (Jermann and Quadrini, 2012)Evidence on SEOs (DeAngelo, DeAngelo and Stulz, 2010)

9 / 13

Page 57: ``Monetary Surprises, Debt Structure, and Credit

Comments/suggestions on empirical findings

1. Diff. results obtained on split samples, so significance hard to assess

Suggestion: Run as interactions everywhere

2. Magnitudes (e.g. meaning 6% vs. 8% ↑ in odds of equity issuance?)

Suggestion: Baseline rates; shock→ 100bps effect on FFR

3. Equity financing response is interesting + makes sense in the model

Suggestion: Aggregate data (Jermann and Quadrini, 2012)Evidence on SEOs (DeAngelo, DeAngelo and Stulz, 2010)

9 / 13

Page 58: ``Monetary Surprises, Debt Structure, and Credit

Comments/suggestions on empirical findings

1. Diff. results obtained on split samples, so significance hard to assess

Suggestion: Run as interactions everywhere

2. Magnitudes (e.g. meaning 6% vs. 8% ↑ in odds of equity issuance?)

Suggestion: Baseline rates; shock→ 100bps effect on FFR

3. Equity financing response is interesting + makes sense in the model

Suggestion: Aggregate data (Jermann and Quadrini, 2012)Evidence on SEOs (DeAngelo, DeAngelo and Stulz, 2010)

9 / 13

Page 59: ``Monetary Surprises, Debt Structure, and Credit

Model ingredients

- Standard investment-Q block (Hayashi, 1982)

- Standard equity issuance costs (Hennesy, Levy and Whited, 2007)

- Non-standard debt financing block [borrow b/c taxes + equity issuance costs]

”bank loans”:(1 + c)Li,t+1 ≤ θ(1− δ)ki,t+1

issuance cost ξ0 per unit of par Li,t+1

”bonds”:defaultable, fairly priced debt

issuance cost ξ1 < ξ0 per unit of par Di,t+1

10 / 13

Page 60: ``Monetary Surprises, Debt Structure, and Credit

Model ingredients

- Standard investment-Q block (Hayashi, 1982)

- Standard equity issuance costs (Hennesy, Levy and Whited, 2007)

- Non-standard debt financing block [borrow b/c taxes + equity issuance costs]

”bank loans”:(1 + c)Li,t+1 ≤ θ(1− δ)ki,t+1

issuance cost ξ0 per unit of par Li,t+1

”bonds”:defaultable, fairly priced debt

issuance cost ξ1 < ξ0 per unit of par Di,t+1

10 / 13

Page 61: ``Monetary Surprises, Debt Structure, and Credit

Model ingredients

- Standard investment-Q block (Hayashi, 1982)

- Standard equity issuance costs (Hennesy, Levy and Whited, 2007)

- Non-standard debt financing block

[borrow b/c taxes + equity issuance costs]

”bank loans”:(1 + c)Li,t+1 ≤ θ(1− δ)ki,t+1

issuance cost ξ0 per unit of par Li,t+1

”bonds”:defaultable, fairly priced debt

issuance cost ξ1 < ξ0 per unit of par Di,t+1

10 / 13

Page 62: ``Monetary Surprises, Debt Structure, and Credit

Model ingredients

- Standard investment-Q block (Hayashi, 1982)

- Standard equity issuance costs (Hennesy, Levy and Whited, 2007)

- Non-standard debt financing block [borrow b/c taxes + equity issuance costs]

”bank loans”:(1 + c)Li,t+1 ≤ θ(1− δ)ki,t+1

issuance cost ξ0 per unit of par Li,t+1

”bonds”:defaultable, fairly priced debt

issuance cost ξ1 < ξ0 per unit of par Di,t+1

10 / 13

Page 63: ``Monetary Surprises, Debt Structure, and Credit

Model ingredients

- Standard investment-Q block (Hayashi, 1982)

- Standard equity issuance costs (Hennesy, Levy and Whited, 2007)

- Non-standard debt financing block [borrow b/c taxes + equity issuance costs]

”bank loans”:(1 + c)Li,t+1 ≤ θ(1− δ)ki,t+1

issuance cost ξ0 per unit of par Li,t+1

”bonds”:defaultable, fairly priced debt

issuance cost ξ1 < ξ0 per unit of par Di,t+1

10 / 13

Page 64: ``Monetary Surprises, Debt Structure, and Credit

Model ingredients

- Standard investment-Q block (Hayashi, 1982)

- Standard equity issuance costs (Hennesy, Levy and Whited, 2007)

- Non-standard debt financing block [borrow b/c taxes + equity issuance costs]

”bank loans”:(1 + c)Li,t+1 ≤ θ(1− δ)ki,t+1

issuance cost ξ0 per unit of par Li,t+1

”bonds”:defaultable, fairly priced debt

issuance cost ξ1 < ξ0 per unit of par Di,t+1

10 / 13

Page 65: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 66: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 67: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 68: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 69: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 70: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 71: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (1/2)

1. Loans are more collateral-intensive than bonds. But risk-free?

Suggestion: Rauh and Sufi (2010); Carey and Gordy (2007)

2. Which bond/loans difference matters most for MP transmission? Why?

Suggestion: procyclical collateral values (Kyotaki and Moore, 1997)?

3. This seems more like a model of “tranching”

Why is “tranching” privately optimal? (DeMarzo, 2019)

Suggestion: 2-period example? Other empirical proxies for Li,t+1/(Li,t+1 + Di,t+1)?

11 / 13

Page 72: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 73: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 74: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 75: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 76: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 77: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 78: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 79: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 80: ``Monetary Surprises, Debt Structure, and Credit

Comments on the model (2/2)

4. Do the smallest firms only borrow from banks? Why?

The first unit of bonds should carry a very low spread

Suggestion: report cross-sectional distribution of Li,t+1/(Li,t+1 + Di,t+1) w.r.t. size

5. Is the (aggregate) loan share counter-cyclical in this model?

Very clearly procyclical in the data

Suggestion: IRFs of aggregate loan share w.r.t. MP shocks vs. TFP shocks

6. Does the model get responses to MP shocks across firms right?

Suggestion: report cross-sectional IRFs and compare to data

12 / 13

Page 81: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13

Page 82: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13

Page 83: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13

Page 84: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13

Page 85: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13

Page 86: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13

Page 87: ``Monetary Surprises, Debt Structure, and Credit

Conclusion

- Interesting paper

some novel empirical facts on MP transmission to firms

endogenous debt structure model

- Clearly preliminary, so lots of scope for further work

clarify and “clean up” empirics

how should we intepret the debt structure choice?

link empirics to model predictions more systematically

13 / 13