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An Empirical Model of Subprime Mortgage Default From 2000 to 2007

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Author Info
Patrick Bajari
Chenghuan Sean Chu
Minjung Park

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Abstract

The turmoil that started with increased defaults in the subprime mortgage market has generated instability in the financial system around the world. To better understand the root causes of this financial instability, we quantify the relative importance of various drivers behind subprime borrowers' decision to default. In our econometric model, we allow borrowers to default either because doing so increases their lifetime wealth or because of short-term budget constraints, treating the decision as the outcome of a bivariate probit model with partial observability. We estimate our model using detailed loan-level data from LoanPerformance and the Case-Shiller home price index. According to our results, one main driver of default is the nationwide decrease in home prices. The decline in home prices caused many borrowers' outstanding mortgage liability to exceed their home value, and for these borrowers default can increase their wealth. Another important driver is deteriorating loan quality: The increase of borrowers with poor credit and high payment to income ratios elevates default rates in the subprime market. We discuss policy implications of our results. Our findings point to flaws in the securitization process that led to the current wave of defaults. Also, we use our model to evaluate alternative policies aimed at reducing the rate of default.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 14625.

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Date of creation: Dec 2008
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Handle: RePEc:nbr:nberwo:14625

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Find related papers by JEL classification:
G01 - Financial Economics - - General - - - Financial Crises
G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation
G2 - Financial Economics - - Financial Institutions and Services
G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation
R51 - Urban, Rural, and Regional Economics - - Regional Government Analysis - - - Finance in Urban and Rural Economies

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  1. Gene Amromin & Anna L. Paulson, 2009. "Comparing patterns of default among prime and subprime mortgages," Economic Perspectives, Federal Reserve Bank of Chicago, issue Q II, pages 18-37. [Downloadable!]
  2. Amir E. Khandani & Andrew W. Lo & Robert C. Merton, 2009. "Systemic Risk and the Refinancing Ratchet Effect," NBER Working Papers 15362, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:
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