What Drives Default and Prepayment on Subprime Auto Loans?
AbstractThis paper uses novel data on the performance of pools underlying asset- backed securities to estimate a competing risks model of default and prepayment on subprime automobile loans. We find that prepayment rates increase rapidly with loan age but are not affected by prevailing market interest rates. Default rates are much more sensitive to aggregate shocks than are prepayment rates. Increases in unemployment precede increases in default rates, suggesting that defaults on subprime automobile loans are driven largely by shocks to household liquidity. There are significant differences in the default and prepayment rates faced by different subprime lenders. Those lenders that charge the highest interest rates experience the highest default rates, but also experience somewhat lower prepayment rates. We conjecture that there is substantial heterogeneity among subprime borrowers, and that different enders target different segments of the subprime market. Because of their higher default rates, loans that carry the highest interest rates do not appear to yield the highest expected returns.
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Bibliographic InfoPaper provided by EconWPA in its series Finance with number 0405034.
Date of creation: 31 May 2004
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- Erik Heitfield & Tarun Sabarwal, 2004. "What Drives Default and Prepayment on Subprime Auto Loans?," The Journal of Real Estate Finance and Economics, Springer, vol. 29(4), pages 457-477, December.
- G20 - Financial Economics - - Financial Institutions and Services - - - General
- D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
This paper has been announced in the following NEP Reports:
- NEP-ALL-2004-06-02 (All new papers)
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- Pavlov, Andrey D, 2001. "Competing Risks of Mortgage Termination: Who Refinances, Who Moves, and Who Defaults?," The Journal of Real Estate Finance and Economics, Springer, vol. 23(2), pages 185-211, September.
- Ambrose, Brent W & Sanders, Anthony B, 2003. "Commercial Mortgage-Backed Securities: Prepayment and Default," The Journal of Real Estate Finance and Economics, Springer, vol. 26(2-3), pages 179-96, March-May.
- Fred Phillips-Patrick & David Malmquist & Clifford Rossi, 1997. "The Economics of Low-Income Mortgage Lending," Journal of Financial Services Research, Springer, vol. 11(1), pages 169-188, February.
- Deng, Yongheng & Quigley, John M. & Van Order, Robert, 1999.
"Mortgage Terminations, Heterogeneity, and the Exercise of Mortgage Options,"
Berkeley Program on Housing and Urban Policy, Working Paper Series
qt96r560pg, Berkeley Program on Housing and Urban Policy.
- Yongheng Deng & John M. Quigley & Robert Van Order, 2000. "Mortgage Terminations, Heterogeneity and the Exercise of Mortgage Options," Econometrica, Econometric Society, vol. 68(2), pages 275-308, March.
- Yongheng Deng & John M. Quigley & Robert Van Order, . "Mortgage Terminations, Heterogeneity and the Exercise of Mortgage Options," Zell/Lurie Center Working Papers 322, Wharton School Samuel Zell and Robert Lurie Real Estate Center, University of Pennsylvania.
- Calhoun, Charles A & Deng, Yongheng, 2002. "A Dynamic Analysis of Fixed- and Adjustable-Rate Mortgage Terminations," The Journal of Real Estate Finance and Economics, Springer, vol. 24(1-2), pages 9-33, Jan.-Marc.
- Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-24, January.
- Sueyoshi, Glenn T., 1992. "Semiparametric proportional hazards estimation of competing risks models with time-varying covariates," Journal of Econometrics, Elsevier, vol. 51(1-2), pages 25-58.
- Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
- Han, Aaron & Hausman, Jerry A, 1990. "Flexible Parametric Estimation of Duration and Competing Risk Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 5(1), pages 1-28, January-M.
- Bryan Stanhouse & Duane Stock, 2008. "Managing the risk of loan prepayments and the optimal structure of short term lending rates," Annals of Finance, Springer, vol. 4(2), pages 197-215, March.
- Bruce L. Dixon & Bruce L. Ahrendsen & Brandon R. McFadden & Diana M. Danforth & Monica Foianini & Sandra J. Hamm, 2011. "Competing risks models of Farm Service Agency seven-year direct operating loans," Agricultural Finance Review, Emerald Group Publishing, vol. 71(1), pages 5-24, May.
- Dobromił Serwa, 2013. "Measuring Non-Performing Loans During (and After) Credit Booms," Central European Journal of Economic Modelling and Econometrics, CEJEME, vol. 5(3), pages 163-183, September.
- Souphala Chomsisengphet & Anthony Pennington-Cross, 2006.
"Subprime refinancing: equity extraction and mortgage termination,"
2006-023, Federal Reserve Bank of St. Louis.
- Anthony Pennington-Cross & Souphala Chomsisengphet, 2007. "Subprime Refinancing: Equity Extraction and Mortgage Termination," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(2), pages 233-263, 06.
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