Investment and the Cost of Capital

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Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Investment and the Cost of Capital

New Evidence from the Corporate Bond Market

Simon Gilchrist

1

Egon Zakrajˇsek

2

1

Department of Economics

Boston University and NBER

2

Division of Monetary Affairs

Federal Reserve Board

Fakulteta za Matematiko in Fiziko

Univerza v Ljubljani

December 2007

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Investment and the Cost of Capital

Monetary policy:

Policymakers use leverage over short-term market interest rates to influence the cost of capital

Changes in the cost of capital affect interest-sensitive components of aggregate demand

Fiscal policy:

Elasticity of investment demand w.r.t. user cost of capital is the key parameter determining the costs and benefits of alternative corporate tax policies

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Investment and the Cost of Capital

Monetary policy:

Policymakers use leverage over short-term market interest rates to influence the cost of capital

Changes in the cost of capital affect interest-sensitive components of aggregate demand

Fiscal policy:

Elasticity of investment demand w.r.t. user cost of capital is the key parameter determining the costs and benefits of alternative corporate tax policies

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Investment and the Cost of Capital

Monetary policy:

Policymakers use leverage over short-term market interest rates to influence the cost of capital

Changes in the cost of capital affect interest-sensitive components of aggregate demand

Fiscal policy:

Elasticity of investment demand w.r.t. user cost of capital is the key parameter determining the costs and benefits of alternative corporate tax policies

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Investment and the Cost of Capital

Monetary policy:

Policymakers use leverage over short-term market interest rates to influence the cost of capital

Changes in the cost of capital affect interest-sensitive components of aggregate demand

Fiscal policy:

Elasticity of investment demand w.r.t. user cost of capital is the key parameter determining the costs and benefits of alternative corporate tax policies

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Investment and the Cost of Capital

Monetary policy:

Policymakers use leverage over short-term market interest rates to influence the cost of capital

Changes in the cost of capital affect interest-sensitive components of aggregate demand

Fiscal policy:

Elasticity of investment demand w.r.t. user cost of capital is the key parameter determining the costs and benefits of alternative corporate tax policies

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Investment and the Cost of Capital

Monetary policy:

Policymakers use leverage over short-term market interest rates to influence the cost of capital

Changes in the cost of capital affect interest-sensitive components of aggregate demand

Fiscal policy:

Elasticity of investment demand w.r.t. user cost of capital is the key parameter determining the costs and benefits of alternative corporate tax policies

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

User Cost of Capital

Cost of Capital

Key components of the user cost of capital:

Price of capital relative to the price of output

Tax treatment of capital purchases and capital income.

(corporate tax rate, PDV of depreciation allowances, ITC)

Expected gains associated with capital purchases

The rate at which capital depreciates

Required real rate of return on financial assets

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Summary of Empirical Evidence

What is the elasticity of investment demand w.r.t. user cost?

Published estimates range from 0 to -2

Interest rates play a minor role as determinants of investment spending

“Accelerator” variables (e.g., output, cash flow) have a much larger economic impact on capital spending than the user cost of capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Summary of Empirical Evidence

What is the elasticity of investment demand w.r.t. user cost?

Published estimates range from 0 to -2

Interest rates play a minor role as determinants of investment spending

“Accelerator” variables (e.g., output, cash flow) have a much larger economic impact on capital spending than the user cost of capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Summary of Empirical Evidence

What is the elasticity of investment demand w.r.t. user cost?

Published estimates range from 0 to -2

Interest rates play a minor role as determinants of investment spending

“Accelerator” variables (e.g., output, cash flow) have a much larger economic impact on capital spending than the user cost of capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Summary of Empirical Evidence

What is the elasticity of investment demand w.r.t. user cost?

Published estimates range from 0 to -2

Interest rates play a minor role as determinants of investment spending

“Accelerator” variables (e.g., output, cash flow) have a much larger economic impact on capital spending than the user cost of capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Cost of Capital

Summary of Empirical Evidence

What is the elasticity of investment demand w.r.t. user cost?

Published estimates range from 0 to -2

Interest rates play a minor role as determinants of investment spending

“Accelerator” variables (e.g., output, cash flow) have a much larger economic impact on capital spending than the user cost of capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Challenges

Cost of Capital

Econometric issues:

Simultaneity between interest rates and investment demand

Price of capital and depreciation rates have little cyclical variation

Many tax changes are transitory and/or anticipated

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Challenges

Cost of Capital

Econometric issues:

Simultaneity between interest rates and investment demand

Price of capital and depreciation rates have little cyclical variation

Many tax changes are transitory and/or anticipated

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Challenges

Cost of Capital

Econometric issues:

Simultaneity between interest rates and investment demand

Price of capital and depreciation rates have little cyclical variation

Many tax changes are transitory and/or anticipated

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Challenges

Cost of Capital

Econometric issues:

Simultaneity between interest rates and investment demand

Price of capital and depreciation rates have little cyclical variation

Many tax changes are transitory and/or anticipated

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Challenges

Cost of Capital

Econometric issues:

Simultaneity between interest rates and investment demand

Price of capital and depreciation rates have little cyclical variation

Many tax changes are transitory and/or anticipated

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Our Approach

Empirical Framework

Key Results

Estimate the relationship between firm-level investment decisions and firm-specific estimates of the user cost of capital:

Measure the marginal cost of external finance with prices of outstanding senior unsecured bonds traded in the secondary market

Cross-sectional heterogeneity in interest rates:

Differences in default risk

Differences in risk factors

Differences in liquidity premiums

Related literature:

Guiso, Kashyap, Panetta & Terlizzese (2002)

Philippon (2007)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Neclassical Investment Model

Empirical Framework

Key Results

CES production in capital ( K ) and variable inputs ( L ) :

Y = ( aK

σ

+ bL

σ

)

1

σ

FOC for the firm’s desired capital ( K

) :

1 − σ a

Y

K ∗

= C K

C K = user cost of capital

Partial adjustment between K and K

:

∆ ln K = η + λ ln

Y

K

1

1 − σ ln C K

0 < λ < 1 = speed of adjustment

1 / (1 − σ ) = L-R elasticity of capital w.r.t. the user cost

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Neclassical Investment Model

Empirical Framework

Key Results

CES production in capital ( K ) and variable inputs ( L ) :

Y = ( aK

σ

+ bL

σ

)

1

σ

FOC for the firm’s desired capital ( K

) :

1 − σ a

Y

K ∗

= C K

C K = user cost of capital

Partial adjustment between K and K

:

∆ ln K = η + λ ln

Y

K

1

1 − σ ln C K

0 < λ < 1 = speed of adjustment

1 / (1 − σ ) = L-R elasticity of capital w.r.t. the user cost

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Neclassical Investment Model

Empirical Framework

Key Results

CES production in capital ( K ) and variable inputs ( L ) :

Y = ( aK

σ

+ bL

σ

)

1

σ

FOC for the firm’s desired capital ( K

) :

1 − σ a

Y

K ∗

= C K

C K = user cost of capital

Partial adjustment between K and K

:

∆ ln K = η + λ ln

Y

K

1

1 − σ ln C K

0 < λ < 1 = speed of adjustment

1 / (1 − σ ) = L-R elasticity of capital w.r.t. the user cost

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Neclassical Investment Model

Empirical Framework

Key Results

CES production in capital ( K ) and variable inputs ( L ) :

Y = ( aK

σ

+ bL

σ

)

1

σ

FOC for the firm’s desired capital ( K

) :

1 − σ a

Y

K ∗

= C K

C K = user cost of capital

Partial adjustment between K and K

:

∆ ln K = η + λ ln

Y

K

1

1 − σ ln C K

0 < λ < 1 = speed of adjustment

1 / (1 − σ ) = L-R elasticity of capital w.r.t. the user cost

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Neclassical Investment Model

Empirical Framework

Key Results

CES production in capital ( K ) and variable inputs ( L ) :

Y = ( aK

σ

+ bL

σ

)

1

σ

FOC for the firm’s desired capital ( K

) :

1 − σ a

Y

K ∗

= C K

C K = user cost of capital

Partial adjustment between K and K

:

∆ ln K = η + λ ln

Y

K

1

1 − σ ln C K

0 < λ < 1 = speed of adjustment

1 / (1 − σ ) = L-R elasticity of capital w.r.t. the user cost

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Neclassical Investment Model

Empirical Framework

Key Results

CES production in capital ( K ) and variable inputs ( L ) :

Y = ( aK

σ

+ bL

σ

)

1

σ

FOC for the firm’s desired capital ( K

) :

1 − σ a

Y

K ∗

= C K

C K = user cost of capital

Partial adjustment between K and K

:

∆ ln K = η + λ ln

Y

K

1

1 − σ ln C K

0 < λ < 1 = speed of adjustment

1 / (1 − σ ) = L-R elasticity of capital w.r.t. the user cost

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Implementation

Empirical Framework

Key Results

Regression specification:

∆ ln K t

= η + η y ln ( Y t

/K t − 1

) + η c ln C t

K + ε t

ε t

= random error term

η c

η y

=

1

1 − σ

= L-R elasticity of capital w.r.t. user cost

Cobb-Douglas production function ⇒ σ = 0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Implementation

Empirical Framework

Key Results

Regression specification:

∆ ln K t

= η + η y ln ( Y t

/K t − 1

) + η c ln C t

K + ε t

ε t

= random error term

η c

η y

=

1

1 − σ

= L-R elasticity of capital w.r.t. user cost

Cobb-Douglas production function ⇒ σ = 0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Implementation

Empirical Framework

Key Results

Regression specification:

∆ ln K t

= η + η y ln ( Y t

/K t − 1

) + η c ln C t

K + ε t

ε t

= random error term

η c

η y

=

1

1 − σ

= L-R elasticity of capital w.r.t. user cost

Cobb-Douglas production function ⇒ σ = 0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Implementation

Empirical Framework

Key Results

Regression specification:

∆ ln K t

= η + η y ln ( Y t

/K t − 1

) + η c ln C t

K + ε t

ε t

= random error term

η c

η y

=

1

1 − σ

= L-R elasticity of capital w.r.t. user cost

Cobb-Douglas production function ⇒ σ = 0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Implementation

Empirical Framework

Key Results

Regression specification:

∆ ln K t

= η + η y ln ( Y t

/K t − 1

) + η c ln C t

K + ε t

ε t

= random error term

η c

η y

=

1

1 − σ

= L-R elasticity of capital w.r.t. user cost

Cobb-Douglas production function ⇒ σ = 0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Key Results

Empirical Framework

Key Results

Investment spending is highly sensitive to user cost of capital:

1 pp. increase in the user cost implies a 50–75 bps. decline in the investment rate

Economic impact of the user cost is as large as that of “economic fundamentals”

Long-run elasticity of capital is unity

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Key Results

Empirical Framework

Key Results

Investment spending is highly sensitive to user cost of capital:

1 pp. increase in the user cost implies a 50–75 bps. decline in the investment rate

Economic impact of the user cost is as large as that of “economic fundamentals”

Long-run elasticity of capital is unity

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Key Results

Empirical Framework

Key Results

Investment spending is highly sensitive to user cost of capital:

1 pp. increase in the user cost implies a 50–75 bps. decline in the investment rate

Economic impact of the user cost is as large as that of “economic fundamentals”

Long-run elasticity of capital is unity

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Key Results

Empirical Framework

Key Results

Investment spending is highly sensitive to user cost of capital:

1 pp. increase in the user cost implies a 50–75 bps. decline in the investment rate

Economic impact of the user cost is as large as that of “economic fundamentals”

Long-run elasticity of capital is unity

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Key Results

Empirical Framework

Key Results

Investment spending is highly sensitive to user cost of capital:

1 pp. increase in the user cost implies a 50–75 bps. decline in the investment rate

Economic impact of the user cost is as large as that of “economic fundamentals”

Long-run elasticity of capital is unity

Robustness

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Framework

Key Results

Results are robust to:

Different production sectors and time periods

Controlling for endogeneity of interest rates

Additional explanatory variables (default risk, Tobin’s Q)

Robustness

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Framework

Key Results

Results are robust to:

Different production sectors and time periods

Controlling for endogeneity of interest rates

Additional explanatory variables (default risk, Tobin’s Q)

Robustness

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Framework

Key Results

Results are robust to:

Different production sectors and time periods

Controlling for endogeneity of interest rates

Additional explanatory variables (default risk, Tobin’s Q)

Robustness

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Empirical Framework

Key Results

Results are robust to:

Different production sectors and time periods

Controlling for endogeneity of interest rates

Additional explanatory variables (default risk, Tobin’s Q)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Data Sources

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Lehman/Warga & Merrill Lynch : prices of outstanding corporate bonds traded in the secondary market:

(Jan1973–Dec2005, month-end)

U.S. nonfarm, nonfinancial issuers only

Senior unsecured issues only

Option-adjusted yields

Term-premium adjustment for each bond on each day

Compustat : firm-level income and balance sheet data

(1973–2005, fiscal year-end)

Panel Dimensions : 5,800 bonds issued by 926 firms

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Bond Characteristics

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Variable Mean

# of bonds per firm/month 3.39

Mkt. Value of Issue ($mil.) 285.3

Maturity at Issue (years)

Duration (years)

S&P Credit Rating

14.1

6.41

-

Coupon Rate (pct)

Nominal Yield (pct)

Real Yield (pct)

Credit Spread (bps)

7.67

8.00

4.83

149

StdDev

4.16

322.5

9.5

2.91

-

2.13

2.44

1.81

135

Min

1.00

1.21

2.0

0.01

D

0.00

1.39

-3.47

0

Median

2.00

210.5

10.0

6.03

A3

7.42

7.67

4.71

105

Panel Dimensions

Obs.

= 316 , 984 N = 5 , 800 bonds

Min. Tenure = 1 Median Tenure = 45 Max. Tenure = 229

Max

57.00

6,771.1

50.0

29.5

AAA

16.63

24.06

15.27

1000

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

The Evolution of Corporate Bond Yields

Percent

Median

Baa

P95−P5

Monthly

1973 1976 1979 1982 1985 1988 1991 1994 1997 2000 2003

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Comparing Data with Broader Aggregates

60

Percent

40

Sample Aggregate

NIPA

20

Annual

0

−20

1974 1977 1980 1983 1986 1989 1992 1995 1998 2001 2004

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Neoclassical User Cost of Capital

User cost of capital for firm j in period t :

C K jt

=

P I st

P Q st

1 −

1

τ

− t

τ z t st

| {z

Relative Price

} |

(1 − τ t

) i jt

+ δ st

− E t

{z

Financial Cost

∆ P K s,t +1

P K st

}

P I st

/P Q st

= relative price of capital goods in industry s

(1 − τ t

) i jt

= after-tax nominal bond yield for firm j

τ t

= corporate income tax rate

δ st

= depreciation rate in industry s z t

= PDV of depreciation allowances in industry s

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm Characteristics

Corporate Bond Yields

Aggregate Implications

User Cost of Capital

Firm Characteristics

Variable

Sales ($bil.)

Mkt. Capitalization ($bil.)

Par Value to L-T Debt

Investment to Capital

Sales to Capital

Profits to Capital

Tobin’s Q

User Cost of Capital

Mean StdDev

9.34

5.89

0.45

0.18

3.50

0.47

1.62

0.15

18.80

12.46

0.25

0.12

3.23

0.39

0.85

0.05

Min

< .

01

< .

01

< .

01

0.01

0.17

-0.46

0.44

0.04

Median

3.89

1.89

0.42

0.15

2.65

0.36

1.37

0.15

Panel Dimensions

Obs.

= 6 , 398 N = 896 firms

Min. Tenure = 1 Median Tenure = 6 Max. Tenure = 19

Max

275.8

172.5

1.00

1.00

25.0

2.99

15.3

0.35

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Econometric Methodology

Investment regression specifications:

Semi-log:

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

Log-log: ln

I

K jt

= β

1 ln MPK jt

+ β

2 ln C K jt

+ µ j

+ λ t

+ ε jt

The marginal product of capital (MPK):

MPK S = sales-based measure of MPK

(proportional to [ S/K ] jt

)

MPK Π = profits-based measure of MPK

(proportional to [Π /K ] jt

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Baseline Estimates

Static Specification (OLS/Within)

Log-Log Specification

Variable ln MPK S jt ln MPK

Π jt ln C K jt

Relative Price

Financial Cost

L-R Elasticity

Pr > F

R

2

(within)

(1)

0.746

(0.039)

-

-0.729

(0.078)

-

-

-1.023

(0.116)

-

0.308

(2)

0.748

(0.039)

-

-

-0.758

(0.114)

-0.686

(0.089)

-

0.605

0.308

(3)

0.747

(0.039)

-

-

-0.761

(0.114)

-0.222

(0.154)

-

0.004

0.293

(4)

-

0.511

(0.029)

-0.477

(0.072)

-

-

-1.072

(0.177)

-

0.244

(5)

-

(6)

-

0.512

0.520

(0.029) (0.029)

-

-0.488

-0.488

(0.095) (0.096)

-0.459

0.045

(0.100) (0.126)

-

0.827

0.244

0.001

0.237

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Baseline Estimates

Dynamic Specification (GMM/Orthogonal Deviations)

Variable ln MPK

S jt ln MPK

Π jt ln C K jt

[ I/K ] j,t − 1

L-R Elasticity

Semi-Log Specification Log-Log Specification

(1)

0.102

(0.016)

-

-0.105

(0.032)

0.311

(0.039)

-0.970

(0.286)

(2)

-

0.094

(0.018)

-0.076

(0.031)

0.342

(0.037)

-1.237

(0.558)

(3)

0.576

(0.075)

-

-0.513

(0.142)

0.450

(0.035)

-1.122

(0.294)

(4)

-

0.547

(0.081)

-0.400

(0.137)

0.472

(0.035)

-1.368

(0.475)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Interest Rate Endogeneity

Identification Strategy

IV Results

Robustness

Components of corporate bond yields:

General level of interest rates

Probability of default

Expected recovery rate

Risk and liquidity premiums

Simultaneity bias:

Expected default is a function of leverage and hence endogenous to firm’s financial policy:

If financial policy and investment policy are linked this may create bias

Liquidity premium is exogenous to the firm’s investment policy

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Some Theory

Identification Strategy

IV Results

Robustness

Bond pricing equation:

SPREAD jt

= (1 − R ) × P jt

× Λ t

× U jt

P jt

= expected probability of default

R = recovery rate

Λ t

= price of default risk

U jt

= liquidity premium

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Some Theory

Identification Strategy

IV Results

Robustness

Bond pricing equation:

SPREAD jt

= (1 − R ) × P jt

× Λ t

× U jt

P jt

= expected probability of default

R = recovery rate

Λ t

= price of default risk

U jt

= liquidity premium

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Some Theory

Identification Strategy

IV Results

Robustness

Bond pricing equation:

SPREAD jt

= (1 − R ) × P jt

× Λ t

× U jt

P jt

= expected probability of default

R = recovery rate

Λ t

= price of default risk

U jt

= liquidity premium

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Some Theory

Identification Strategy

IV Results

Robustness

Bond pricing equation:

SPREAD jt

= (1 − R ) × P jt

× Λ t

× U jt

P jt

= expected probability of default

R = recovery rate

Λ t

= price of default risk

U jt

= liquidity premium

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Some Theory

Identification Strategy

IV Results

Robustness

Bond pricing equation:

SPREAD jt

= (1 − R ) × P jt

× Λ t

× U jt

P jt

= expected probability of default

R = recovery rate

Λ t

= price of default risk

U jt

= liquidity premium

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Some Theory

Identification Strategy

IV Results

Robustness

Bond pricing equation:

SPREAD jt

= (1 − R ) × P jt

× Λ t

× U jt

P jt

= expected probability of default

R = recovery rate

Λ t

= price of default risk

U jt

= liquidity premium

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Identifying the Liquidity Premium

Monthly panel regression: ln SPREAD jt

= θ

1 ln EDF j,t − 1

+ θ

0

2 c jt

+ λ t

+ u jt

SPREAD jt

= credit spread in month t

EDF j,t − 1

= expected year-ahead default frequency in month t − 1

λ t

= price of default risk c jt

= vector of controls for individual firm’s (S&P) credit rating and industry (3-digit NAICS) u jt

= liquidity shock in month t

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Credit Spreads and Default Risk

Specification

Variable

Constant ln EDF j,t − 1

Industry Effects

Time Effects

Ratings Effects

R

2

(1) (2)

3.662

3.737

(0.028) (0.084)

0.393

0.386

(0.007) (0.007) no yes no

(0.000) no no no

0.483

0.509

(3)

4.207

(0.091)

0.359

(0.008) yes

(0.000) yes

(0.000) no

0.576

(4)

5.776

(0.088)

0.119

(0.007) yes

(0.000) yes

(0.000) yes

(0.000)

0.755

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Credit Rating Effects

Identification Strategy

IV Results

Robustness

80

40

0

−40

−80

−120

−160

−200

200

Basis Points

160

120

C

CC

CCC3CCC2CCC1

B3 B2 B1 BB3 BB2 BB1

BBB3 BBB2 BBB1

Credit Rating (S&P)

A3 A2 A1 AA3 AA2 AA1 AAA

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Investment, Cost of Capital, and Liquidity Shocks

Variable ln MPK

S jt ln MPK

Π jt ln C K jt

[ I/K ] j,t − 1

L-R Elasticity

Semi-Log Specification Log-Log Specification

(1)

0.153

(0.025)

-

-0.204

(0.054)

0.276

(0.051)

-0.747

(0.193)

(2)

-

0.132

(0.022)

-0.148

(0.046)

0.329

(0.050)

-0.890

(0.302)

(3)

0.671

(0.126)

-

-0.749

(0.226)

0.439

(0.043)

-0.895

(0.209)

(4)

-

0.432

(0.111)

-0.405

(0.180)

0.444

(0.048)

-1.065

(0.433)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Investment, Cost of Capital, and Other Factors

Log-Log Specification

Variable ln MPK Π jt ln C

K jt ln Q AVG jt ln Q KMV jt ln EDF j,t − 1

R

2

(within)

(1)

0.539

(0.036)

-0.511

(0.093)

-

-

-

0.268

(2) (3)

0.440

0.460

(0.042) (0.048)

-0.464

-0.479

(0.092) (0.121)

0.491

-

(0.056)

-

-

0.368

(0.051)

-

(4)

0.500

(0.041)

-0.450

(0.102)

-

0.311

0.324

-0.096

(0.014)

0.305

(5)

0.442

(0.048)

-0.417

(0.121)

-

0.246

(0.059)

-0.069

(0.017)

0.335

Summary

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Investment is highly sensitive to interest rates through a user-cost of capital formulation when interest rates reflect firm-level bond prices.

This finding contrasts sharply with macroeconomic literature which has a difficult time finding a robust negative effect of the user-cost on investment.

Results are robust to sample period, alternative specifications, and endogeneity concerns.

Are these facts consistent with standard financial contracting models?

Summary

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Investment is highly sensitive to interest rates through a user-cost of capital formulation when interest rates reflect firm-level bond prices.

This finding contrasts sharply with macroeconomic literature which has a difficult time finding a robust negative effect of the user-cost on investment.

Results are robust to sample period, alternative specifications, and endogeneity concerns.

Are these facts consistent with standard financial contracting models?

Summary

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Investment is highly sensitive to interest rates through a user-cost of capital formulation when interest rates reflect firm-level bond prices.

This finding contrasts sharply with macroeconomic literature which has a difficult time finding a robust negative effect of the user-cost on investment.

Results are robust to sample period, alternative specifications, and endogeneity concerns.

Are these facts consistent with standard financial contracting models?

Summary

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Identification Strategy

IV Results

Robustness

Investment is highly sensitive to interest rates through a user-cost of capital formulation when interest rates reflect firm-level bond prices.

This finding contrasts sharply with macroeconomic literature which has a difficult time finding a robust negative effect of the user-cost on investment.

Results are robust to sample period, alternative specifications, and endogeneity concerns.

Are these facts consistent with standard financial contracting models?

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Gilchrist, Sim & Zakrajˇsek (2007)

Specify firm’s investment problem with endogenous default and investment subject to adjustment costs :

In the absence of adjustment costs, the firm’s net worth is the state variable of the firm’s decision problem

(Cooley & Quadrini ( AER 2001)).

With adjustment costs, both capital and debt are state variables in the firm’s decision problem

Sources of financial market imperfections:

Verification costs—CSV framework

Limited enforceability—debt renegotiation

Can such a model replicate key stylized facts?

Positive relationship between credit spreads, default probabilities, and leverage

Negative relationship between investment and credit spreads

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Technology and Product Markets

Technology :

Cobb-Douglas production function in capital ( K ) and labor ( L ) .

Technology shock Z ∈ Z ⊆ transition probability Q ( Z, Z

0

R

+

) .

, follows a Markov process with

Capital accumulation: K

0

= (1 − δ ) K + I

Convex investment adjustment costs: c ( I, K )

( c ( · , · ) is homogeneous of degree 0 in ( I, K ) )

Product markets :

Monopolistic competition (demand elasticity ξ > 1 ).

Revenue function :

R ( Z, K, N ) = Z

(1 − α

K

− α

N

)

K

α

K N

α

N

α

K

≡ α (1 − 1 /ξ ) and α

N

≡ (1 − α )(1 − 1 /ξ )

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm’s Decision Problem

The Model

Contract

Results

Financing :

Firm issues a one-period discount bond

Value of the firm :

V ( K, B, Z ) = max

I,N,B

0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B + q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

W ( K

0

, B

0

, Z

0

) Q ( Z, dZ

0

)

) s.t.

K

0

= (1 − δ ) K + I q ( B

0

, K

0

, Z ) = price of the one-period discount bond

µ/ (1 + r ) = firm’s discount factor (0 < µ < 1)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm’s Decision Problem

The Model

Contract

Results

Financing :

Firm issues a one-period discount bond

Value of the firm :

V ( K, B, Z ) = max

I,N,B

0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B + q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

W ( K

0

, B

0

, Z

0

) Q ( Z, dZ

0

)

) s.t.

K

0

= (1 − δ ) K + I q ( B

0

, K

0

, Z ) = price of the one-period discount bond

µ/ (1 + r ) = firm’s discount factor (0 < µ < 1)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm’s Decision Problem

The Model

Contract

Results

Financing :

Firm issues a one-period discount bond

Value of the firm :

V ( K, B, Z ) = max

I,N,B

0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B + q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

W ( K

0

, B

0

, Z

0

) Q ( Z, dZ

0

)

) s.t.

K

0

= (1 − δ ) K + I q ( B

0

, K

0

, Z ) = price of the one-period discount bond

µ/ (1 + r ) = firm’s discount factor (0 < µ < 1)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm’s Decision Problem

The Model

Contract

Results

Financing :

Firm issues a one-period discount bond

Value of the firm :

V ( K, B, Z ) = max

I,N,B

0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B + q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

W ( K

0

, B

0

, Z

0

) Q ( Z, dZ

0

)

) s.t.

K

0

= (1 − δ ) K + I q ( B

0

, K

0

, Z ) = price of the one-period discount bond

µ/ (1 + r ) = firm’s discount factor (0 < µ < 1)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm’s Decision Problem

The Model

Contract

Results

Financing :

Firm issues a one-period discount bond

Value of the firm :

V ( K, B, Z ) = max

I,N,B

0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B + q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

W ( K

0

, B

0

, Z

0

) Q ( Z, dZ

0

)

) s.t.

K

0

= (1 − δ ) K + I q ( B

0

, K

0

, Z ) = price of the one-period discount bond

µ/ (1 + r ) = firm’s discount factor (0 < µ < 1)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Firm’s Decision Problem

The Model

Contract

Results

Financing :

Firm issues a one-period discount bond

Value of the firm :

V ( K, B, Z ) = max

I,N,B

0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B + q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

W ( K

0

, B

0

, Z

0

) Q ( Z, dZ

0

)

) s.t.

K

0

= (1 − δ ) K + I q ( B

0

, K

0

, Z ) = price of the one-period discount bond

µ/ (1 + r ) = firm’s discount factor (0 < µ < 1)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Default Decision

The Model

Contract

Results

Endogenous default :

At the beginning of the period, the entrepreneur decides whether or not to default.

Continuation value :

W ( K, B, Z ) = max V ( K, B, Z ) , V d

( K ))

V d

( K ) = entrepreneur’s outside option (i.e., default value)

V d

( K ) = v d

K ; v d

> 0

Entrepreneur cannot expropriate the level of technology embodied in the project (i.e., V d does not depend on Z ).

(Thomas & Worrall ( ReStud 1994); Albuquerque & Hopenhayn

( ReStud 2004); Cooley, Marimon & Quadrini ( JPE 2004))

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Default Decision

The Model

Contract

Results

Endogenous default :

At the beginning of the period, the entrepreneur decides whether or not to default.

Continuation value :

W ( K, B, Z ) = max V ( K, B, Z ) , V d

( K ))

V d

( K ) = entrepreneur’s outside option (i.e., default value)

V d

( K ) = v d

K ; v d

> 0

Entrepreneur cannot expropriate the level of technology embodied in the project (i.e., V d does not depend on Z ).

(Thomas & Worrall ( ReStud 1994); Albuquerque & Hopenhayn

( ReStud 2004); Cooley, Marimon & Quadrini ( JPE 2004))

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Default Decision

The Model

Contract

Results

Endogenous default :

At the beginning of the period, the entrepreneur decides whether or not to default.

Continuation value :

W ( K, B, Z ) = max V ( K, B, Z ) , V d

( K ))

V d

( K ) = entrepreneur’s outside option (i.e., default value)

V d

( K ) = v d

K ; v d

> 0

Entrepreneur cannot expropriate the level of technology embodied in the project (i.e., V d does not depend on Z ).

(Thomas & Worrall ( ReStud 1994); Albuquerque & Hopenhayn

( ReStud 2004); Cooley, Marimon & Quadrini ( JPE 2004))

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Default Decision

The Model

Contract

Results

Endogenous default :

At the beginning of the period, the entrepreneur decides whether or not to default.

Continuation value :

W ( K, B, Z ) = max V ( K, B, Z ) , V d

( K ))

V d

( K ) = entrepreneur’s outside option (i.e., default value)

V d

( K ) = v d

K ; v d

> 0

Entrepreneur cannot expropriate the level of technology embodied in the project (i.e., V d does not depend on Z ).

(Thomas & Worrall ( ReStud 1994); Albuquerque & Hopenhayn

( ReStud 2004); Cooley, Marimon & Quadrini ( JPE 2004))

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Default Decision

The Model

Contract

Results

Endogenous default :

At the beginning of the period, the entrepreneur decides whether or not to default.

Continuation value :

W ( K, B, Z ) = max V ( K, B, Z ) , V d

( K ))

V d

( K ) = entrepreneur’s outside option (i.e., default value)

V d

( K ) = v d

K ; v d

> 0

Entrepreneur cannot expropriate the level of technology embodied in the project (i.e., V d does not depend on Z ).

(Thomas & Worrall ( ReStud 1994); Albuquerque & Hopenhayn

( ReStud 2004); Cooley, Marimon & Quadrini ( JPE 2004))

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Default Decision

The Model

Contract

Results

Endogenous default :

At the beginning of the period, the entrepreneur decides whether or not to default.

Continuation value :

W ( K, B, Z ) = max V ( K, B, Z ) , V d

( K ))

V d

( K ) = entrepreneur’s outside option (i.e., default value)

V d

( K ) = v d

K ; v d

> 0

Entrepreneur cannot expropriate the level of technology embodied in the project (i.e., V d does not depend on Z ).

(Thomas & Worrall ( ReStud 1994); Albuquerque & Hopenhayn

( ReStud 2004); Cooley, Marimon & Quadrini ( JPE 2004))

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Borrower

The Model

Contract

Results

Contract specifies :

Face value of the bond and bond price (i.e., yield).

Renegotiated debt burden.

Debt renegotiation :

V ( K

0

,

¯

( K

0

, Z

0

) , Z

0

) = V d

( K

0

)

¯

( K 0 , Z 0 ) = level of debt that makes entrepreneur indifferent between defaulting and staying in business.

Default threat is credible because V d > 0 .

Facing the credible threat, bondholders agree to renegotiate the firm’s debt.

If the value function V is strictly decreasing in B :

¯

( K

0

, Z

0

) = V

− 1

V d

( K

0

); K

0

, Z

0

, for given K

0

, Z

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Contract: The Borrower (contd.)

Continuation value with debt restructuring :

W ( K

0

, B

0

, Z

0

) = max V ( K

0

, B

0

, Z

0

) , V d

( K

0

)

= V K

0

, min { B

0

,

¯

( K

0

, Z

0

) } , Z

0

Value of the firm :

V ( K, B, Z ) = max

I,N,B 0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B +

0

, Z

0

) Q ( Z, dZ

0

)

) q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

V ( K

0

, s.t.

K

0

= (1 − δ ) K + I

0

= min B

0

,

¯

( K

0

, Z

0

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Contract: The Borrower (contd.)

Continuation value with debt restructuring :

W ( K

0

, B

0

, Z

0

) = max V ( K

0

, B

0

, Z

0

) , V d

( K

0

)

= V K

0

, min { B

0

,

¯

( K

0

, Z

0

) } , Z

0

Value of the firm :

V ( K, B, Z ) = max

I,N,B 0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B +

0

, Z

0

) Q ( Z, dZ

0

)

) q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

V ( K

0

, s.t.

K

0

= (1 − δ ) K + I

0

= min B

0

,

¯

( K

0

, Z

0

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

Contract: The Borrower (contd.)

Continuation value with debt restructuring :

W ( K

0

, B

0

, Z

0

) = max V ( K

0

, B

0

, Z

0

) , V d

( K

0

)

= V K

0

, min { B

0

,

¯

( K

0

, Z

0

) } , Z

0

Value of the firm :

V ( K, B, Z ) = max

I,N,B 0

(

R ( Z, K, N ) − wN − I − c ( I, K ) K − B +

0

, Z

0

) Q ( Z, dZ

0

)

) q ( B

0

, K

0

, Z ) B

0

µ

+

1 + r

Z

Z

V ( K

0

, s.t.

K

0

= (1 − δ ) K + I

0

= min B

0

,

¯

( K

0

, Z

0

)

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Lender

The Model

Contract

Results

Standard debt contract :

Default region: D = { Z ∈ Z | V ( K, B, Z ) ≤ V d

( K ) }

Verification costs: 0 < χ < 1

(Proportional to the size of the firm and paid by bondholders.)

If Z

0

∈ D ( K

0

, B

0

) , the firm’s debt is restructured to

¯

( K

0

, Z

0

)

Risk-neutral competitive bond market :

(1 + r ) B

0 q ( K

0

, B

0

, Z ) =

"

Z

¯

( K 0 ,B 0 )

B

0

Q ( Z, dZ

0

)

+

Z

D ( K

0

,B

0

)

¯

( K

0

, Z

0

) − χK

0

Q ( Z, dZ

0

)

#

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Lender

The Model

Contract

Results

Standard debt contract :

Default region: D = { Z ∈ Z | V ( K, B, Z ) ≤ V d

( K ) }

Verification costs: 0 < χ < 1

(Proportional to the size of the firm and paid by bondholders.)

If Z

0

∈ D ( K

0

, B

0

) , the firm’s debt is restructured to

¯

( K

0

, Z

0

)

Risk-neutral competitive bond market :

(1 + r ) B

0 q ( K

0

, B

0

, Z ) =

"

Z

¯

( K 0 ,B 0 )

B

0

Q ( Z, dZ

0

)

+

Z

D ( K

0

,B

0

)

¯

( K

0

, Z

0

) − χK

0

Q ( Z, dZ

0

)

#

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Lender

The Model

Contract

Results

Standard debt contract :

Default region: D = { Z ∈ Z | V ( K, B, Z ) ≤ V d

( K ) }

Verification costs: 0 < χ < 1

(Proportional to the size of the firm and paid by bondholders.)

If Z

0

∈ D ( K

0

, B

0

) , the firm’s debt is restructured to

¯

( K

0

, Z

0

)

Risk-neutral competitive bond market :

(1 + r ) B

0 q ( K

0

, B

0

, Z ) =

"

Z

¯

( K 0 ,B 0 )

B

0

Q ( Z, dZ

0

)

+

Z

D ( K

0

,B

0

)

¯

( K

0

, Z

0

) − χK

0

Q ( Z, dZ

0

)

#

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Lender

The Model

Contract

Results

Standard debt contract :

Default region: D = { Z ∈ Z | V ( K, B, Z ) ≤ V d

( K ) }

Verification costs: 0 < χ < 1

(Proportional to the size of the firm and paid by bondholders.)

If Z

0

∈ D ( K

0

, B

0

) , the firm’s debt is restructured to

¯

( K

0

, Z

0

)

Risk-neutral competitive bond market :

(1 + r ) B

0 q ( K

0

, B

0

, Z ) =

"

Z

¯

( K 0 ,B 0 )

B

0

Q ( Z, dZ

0

)

+

Z

D ( K

0

,B

0

)

¯

( K

0

, Z

0

) − χK

0

Q ( Z, dZ

0

)

#

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Contract: The Lender

The Model

Contract

Results

Standard debt contract :

Default region: D = { Z ∈ Z | V ( K, B, Z ) ≤ V d

( K ) }

Verification costs: 0 < χ < 1

(Proportional to the size of the firm and paid by bondholders.)

If Z

0

∈ D ( K

0

, B

0

) , the firm’s debt is restructured to

¯

( K

0

, Z

0

)

Risk-neutral competitive bond market :

(1 + r ) B

0 q ( K

0

, B

0

, Z ) =

"

Z

¯

( K 0 ,B 0 )

B

0

Q ( Z, dZ

0

)

+

Z

D ( K

0

,B

0

)

¯

( K

0

, Z

0

) − χK

0

Q ( Z, dZ

0

)

#

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Equilibrium Contract

The Model

Contract

Results

Bond price/yield : q ( K

0

, B

0

, Z ) =

1

1 + r

"

1 −

Z

D ( K

0

,B

0

)

1 −

¯

( K

B

0

, Z

0

0

)

− χ

K

0

B 0

Q ( Z, dZ

0

)

Equilibrium class of contracts :

Contract bond yield depends on

¯

( K

0

, Z

0

)

Restrict attention to a class of contracts such that homogeneous of degree 1 in ( K, Z ) :

¯

( K 0 , Z 0 ) is

¯

( K, Z ) = ϕZ

φ

K

1 − φ

+ θK, ϕ > 0 and 0 < φ < 1

#

θ = (1 − δ ) η , where η is a random shock affecting the resale value of undepreciated physical capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Equilibrium Contract

The Model

Contract

Results

Bond price/yield : q ( K

0

, B

0

, Z ) =

1

1 + r

"

1 −

Z

D ( K

0

,B

0

)

1 −

¯

( K

B

0

, Z

0

0

)

− χ

K

0

B 0

Q ( Z, dZ

0

)

Equilibrium class of contracts :

Contract bond yield depends on

¯

( K

0

, Z

0

)

Restrict attention to a class of contracts such that homogeneous of degree 1 in ( K, Z ) :

¯

( K 0 , Z 0 ) is

¯

( K, Z ) = ϕZ

φ

K

1 − φ

+ θK, ϕ > 0 and 0 < φ < 1

#

θ = (1 − δ ) η , where η is a random shock affecting the resale value of undepreciated physical capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Equilibrium Contract

The Model

Contract

Results

Bond price/yield : q ( K

0

, B

0

, Z ) =

1

1 + r

"

1 −

Z

D ( K

0

,B

0

)

1 −

¯

( K

B

0

, Z

0

0

)

− χ

K

0

B 0

Q ( Z, dZ

0

)

Equilibrium class of contracts :

Contract bond yield depends on

¯

( K

0

, Z

0

)

Restrict attention to a class of contracts such that homogeneous of degree 1 in ( K, Z ) :

¯

( K 0 , Z 0 ) is

¯

( K, Z ) = ϕZ

φ

K

1 − φ

+ θK, ϕ > 0 and 0 < φ < 1

#

θ = (1 − δ ) η , where η is a random shock affecting the resale value of undepreciated physical capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Equilibrium Contract

The Model

Contract

Results

Bond price/yield : q ( K

0

, B

0

, Z ) =

1

1 + r

"

1 −

Z

D ( K

0

,B

0

)

1 −

¯

( K

B

0

, Z

0

0

)

− χ

K

0

B 0

Q ( Z, dZ

0

)

Equilibrium class of contracts :

Contract bond yield depends on

¯

( K

0

, Z

0

)

Restrict attention to a class of contracts such that homogeneous of degree 1 in ( K, Z ) :

¯

( K 0 , Z 0 ) is

¯

( K, Z ) = ϕZ

φ

K

1 − φ

+ θK, ϕ > 0 and 0 < φ < 1

#

θ = (1 − δ ) η , where η is a random shock affecting the resale value of undepreciated physical capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Equilibrium Contract

The Model

Contract

Results

Bond price/yield : q ( K

0

, B

0

, Z ) =

1

1 + r

"

1 −

Z

D ( K

0

,B

0

)

1 −

¯

( K

B

0

, Z

0

0

)

− χ

K

0

B 0

Q ( Z, dZ

0

)

Equilibrium class of contracts :

Contract bond yield depends on

¯

( K

0

, Z

0

)

Restrict attention to a class of contracts such that homogeneous of degree 1 in ( K, Z ) :

¯

( K 0 , Z 0 ) is

¯

( K, Z ) = ϕZ

φ

K

1 − φ

+ θK, ϕ > 0 and 0 < φ < 1

#

θ = (1 − δ ) η , where η is a random shock affecting the resale value of undepreciated physical capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Equilibrium Contract

The Model

Contract

Results

Bond price/yield : q ( K

0

, B

0

, Z ) =

1

1 + r

"

1 −

Z

D ( K

0

,B

0

)

1 −

¯

( K

B

0

, Z

0

0

)

− χ

K

0

B 0

Q ( Z, dZ

0

)

Equilibrium class of contracts :

Contract bond yield depends on

¯

( K

0

, Z

0

)

Restrict attention to a class of contracts such that homogeneous of degree 1 in ( K, Z ) :

¯

( K 0 , Z 0 ) is

¯

( K, Z ) = ϕZ

φ

K

1 − φ

+ θK, ϕ > 0 and 0 < φ < 1

#

θ = (1 − δ ) η , where η is a random shock affecting the resale value of undepreciated physical capital

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Value Function

The Model

Contract

Results

20

15

10

5

0

−5

1.5

1 z(=Z/K)

0.5

3

2

1 b=(B/K)

0

6

5

1.5

8

7

12

11

10

9 eta

1

0.5

3

2

1 b=(B/K)

0

Bond Price

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

The Model

Contract

Results

0.6

0.5

0.4

0.3

1.5

1

0.9

0.8

0.7

z=(Z/K) 1

0.5

1

3

2 bnew(=Bnew/Knew)

0

1

0.9

0.8

0.7

0.6

0.5

0.4

0.3

1.5

eta

1

0.5

3

1

2 bnew(=Bnew/Knew)

0

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Debt Capacity

The Model

Contract

Results

1.4

1.2

1

0.8

0.6

0.4

3

2

1.8

1.6

2 bnew

1

0 0.5

1 z=(Z/K)

1.5

1.4

1.2

1

0.8

0.6

0.4

3

2

1.8

1.6

2 bnew

1

0 0.5

1 eta

1.5

Motivation

Our Approach

Data

Econometric Methodology

Baseline Results

Interest Rate Endogeneity & Robustness

Work in Progress

Investment and Credit Spreads

The Model

Contract

Results

0.7

0.6

0.5

0.4

0.3

0.2

0.1

0

−0.1

0 50 100 150 200

Spread(bps)

250 300 350

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