An IV Hazard Model of Loan Default with an Application to Subprime Mortgage Cohorts

ABSTRACT I develop a control function methodology robust to endogenous or mismeasured regressors in hazard models. Applying the estimator to the subprime mortgage crisis, I quantify what caused the foreclosure rate to triple across the 2003 to 2007 subprime cohorts. To identify the elasticity of default to housing prices, I use various home price instruments including historical variation in home price cyclicality. Loose credit played a significant role in the crisis, but much of the increase in defaults across cohorts was caused by price declines unrelated to lending standards, with a 10% price decline increasing subprime mortgage default rates by 50%.

Authors

Publication Details

Journal
The Journal of Finance
Published
2026-09-28
DOI
https://doi.org/10.1111/jofi.70088
Primary Topic
Housing Market and Economics
Type
article
Field-Weighted Citation Impact
0.00
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article

An IV Hazard Model of Loan Default with an Application to Subprime Mortgage Cohorts

Christopher Palmer
The Journal of Finance
Housing Market and Economics
article

An IV Hazard Model of Loan Default with an Application to Subprime Mortgage Cohorts

Christopher Palmer
article en

Abstract

ABSTRACT I develop a control function methodology robust to endogenous or mismeasured regressors in hazard models. Applying the estimator to the subprime mortgage crisis, I quantify what caused the foreclosure rate to triple across the 2003 to 2007 subprime cohorts. To identify the elasticity of default to housing prices, I use various home price instruments including historical variation in home price cyclicality. Loose credit played a significant role in the crisis, but much of the increase in defaults across cohorts was caused by price declines unrelated to lending standards, with a 10% price decline increasing subprime mortgage default rates by 50%.

The Journal of Finance
Openalex Percentile: Top 5%
Housing Market and Economics
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