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A dynamic look at subprime loan performance

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  • Michelle A. Danis
  • Anthony Pennington-Cross

Abstract

This paper examines the implications of delinquency on the performance of subprime mortgages. Specifically, we examine whether delinquency has any predictive power of the future performance of a mortgage. Using a sample of subprime mortgages from the Loan performance database on securitized private-label pool collateral, we utilize a two-step estimation procedure to control for the endogeneity of delinquency in an estimation of default and prepayment probabilities. We find strong support for the *distressed prepayment* theory that very delinquent loans are more likely to prepay than to default and that the rate of increase of prepayment is substantially larger as delinquency intensity increases. Delinquency predominately leads to termination of a loan through prepayment while negative equity leads to termination through default.

Suggested Citation

  • Michelle A. Danis & Anthony Pennington-Cross, 2005. "A dynamic look at subprime loan performance," Working Papers 2005-029, Federal Reserve Bank of St. Louis.
  • Handle: RePEc:fip:fedlwp:2005-029
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    References listed on IDEAS

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    1. Marsha J. Courchane & Brian J. Surette & Peter M. Zorn, 2004. "Subprime Borrowers: Mortgage Transitions and Outcomes," The Journal of Real Estate Finance and Economics, Springer, vol. 29(4), pages 365-392, December.
    2. Lawrence, Edward C & Arshadi, Nasser, 1995. "A Multinomial Logit Analysis of Problem Loan Resolution Choices in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 27(1), pages 202-216, February.
    3. James B. Kau & Taewon Kim, 1994. "Waiting to Default: The Value of Delay," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 22(3), pages 539-551, September.
    4. Cowan, Adrian M. & Cowan, Charles D., 2004. "Default correlation: An empirical investigation of a subprime lender," Journal of Banking & Finance, Elsevier, vol. 28(4), pages 753-771, April.
    5. Paul S. Calem & Susan M. Wachter, 1999. "Community Reinvestment and Credit Risk: Evidence from an Affordable‐Home‐Loan Program," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(1), pages 105-134, March.
    6. Murphy, Kevin M & Topel, Robert H, 2002. "Estimation and Inference in Two-Step Econometric Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 88-97, January.
    7. Dennis Capozza & Thomas Thomson, 2004. "Optimal Stopping and Losses on Subprime Mortgages," The Journal of Real Estate Finance and Economics, Springer, vol. 30(2), pages 115-131, November.
    8. Ko Wang & Leslie Young & Yuqing Zhou, 2002. "Nondiscriminating Foreclosure and Voluntary Liquidating Costs," The Review of Financial Studies, Society for Financial Studies, vol. 15(3), pages 959-985.
    9. Pennington-Cross, Anthony, 2003. "Credit History and the Performance of Prime and Nonprime Mortgages," The Journal of Real Estate Finance and Economics, Springer, vol. 27(3), pages 279-301, November.
    10. William P. Alexander & Scott D. Grimshaw & Grant R. McQueen & Barrett A. Slade, 2002. "Some Loans Are More Equal than Others: Third–Party Originations and Defaults in the Subprime Mortgage Industry," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(4), pages 667-697.
    11. George M. von Furstenberg & R. Jeffrey Green, 1974. "Estimation of Delinquency Risk for Home Mortgage Portfolios," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 2(1), pages 5-19, March.
    12. Peter Chinloy, 1995. "Privatized Default Risk and Real Estate Recessions: The U.K. Mortgage Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 23(4), pages 401-420, December.
    13. James W. Hardin, 2002. "The robust variance estimator for two-stage models," Stata Journal, StataCorp LP, vol. 2(3), pages 253-266, August.
    14. Ambrose, Brent W & Capone, Charles A, Jr, 1996. "Cost-Benefit Analysis of Single-Family Foreclosure Alternatives," The Journal of Real Estate Finance and Economics, Springer, vol. 13(2), pages 105-120, September.
    15. Ambrose, Brent W & Capone, Charles A, 2000. "The Hazard Rates of First and Second Defaults," The Journal of Real Estate Finance and Economics, Springer, vol. 20(3), pages 275-293, May.
    16. Paul S. Calem & Kevin Gillen & Susan Wachter, 2004. "The Neighborhood Distribution of Subprime Mortgage Lending," The Journal of Real Estate Finance and Economics, Springer, vol. 29(4), pages 393-410, December.
    17. T. Gregory Morton, 1975. "A Discriminant Function Analysis of Residential Mortgage Delinquency and Foreclosure," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 3(1), pages 73-88, March.
    18. Brent W. Ambrose & Charles A. Capone, 1998. "Modeling the Conditional Probability of Foreclosure in the Context of Single‐Family Mortgage Default Resolutions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 26(3), pages 391-429, September.
    19. Lambrecht, Bart M & Perraudin, William R M & Satchell, Steven, 2003. "Mortgage Default and Possession under Recourse: A Competing Hazards Approach," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(3), pages 425-442, June.
    20. Ambrose, Brent W & Buttimer, Richard J, Jr & Capone, Charles A, 1997. "Pricing Mortgage Default and Foreclosure Delay," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(3), pages 314-325, August.
    21. Richard A. Phillips & Eric M. Rosenblatt, 1997. "The Legal Environment and the Choice of Default Resolution Alternatives: An Empirical Analysis," Journal of Real Estate Research, American Real Estate Society, vol. 13(2), pages 145-154.
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    Cited by:

    1. Anthony Pennington-Cross, 2010. "The Duration of Foreclosures in the Subprime Mortgage Market: A Competing Risks Model with Mixing," The Journal of Real Estate Finance and Economics, Springer, vol. 40(2), pages 109-129, February.
    2. Tyler T. Yang & Jessie Y. Zhang, 2014. "Mortgage defaults and risk-based capital: post-global financial crisis development and implications for emerging markets," Chapters, in: Susan Wachter & Man Cho & Moon Joong Tcha (ed.), The Global Financial Crisis and Housing, chapter 10, pages 231-261, Edward Elgar Publishing.
    3. Dror Parnes, 2023. "Typical States and Their Risks for Mortgage Loans," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 21(2), pages 395-415, June.
    4. Souphala Chomsisengphet & Anthony Pennington-Cross, 2006. "Subprime refinancing: equity extraction and mortgage termination," Working Papers 2006-023, Federal Reserve Bank of St. Louis.
    5. Bo Liu & Tien Foo Sing, 2018. "“Cure” Effects and Mortgage Default: A Split Population Survival Time Model," The Journal of Real Estate Finance and Economics, Springer, vol. 56(2), pages 217-251, February.
    6. Roberto Quercia & Jonathan Spader, 2008. "Does homeownership counseling affect the prepayment and default behavior of affordable mortgage borrowers?," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 27(2), pages 304-325.
    7. Josephson, Anna Leigh & Marshall, Maria I., 2014. "The Demand and Supply for Post-Katrina Disaster Aid: A Triple-Hurdle Model of SBA Disaster Loans for Small Businesses in Mississippi," 2014 Annual Meeting, July 27-29, 2014, Minneapolis, Minnesota 170177, Agricultural and Applied Economics Association.
    8. W. Scott Frame & Lawrence J. White, 2009. "Technological Change, Financial Innovation, and Diffusion in Banking," Working Papers 09-03, New York University, Leonard N. Stern School of Business, Department of Economics.
    9. Giang Ho & Anthony Pennington-Cross, 2006. "Loan servicer heterogeneity and the termination of subprime mortgages," Working Papers 2006-024, Federal Reserve Bank of St. Louis.
    10. Antje Berndt & Burton Hollifield & Patrik Sandås, 2021. "What Broker Charges Reveal About Subprime Mortgage Credit Risk," The Journal of Real Estate Finance and Economics, Springer, vol. 63(2), pages 280-326, August.
    11. Khandani, Amir E. & Lo, Andrew W. & Merton, Robert C., 2013. "Systemic risk and the refinancing ratchet effect," Journal of Financial Economics, Elsevier, vol. 108(1), pages 29-45.
    12. Kelly, Austin, 2007. "Zero down payment mortgage default," MPRA Paper 4318, University Library of Munich, Germany.
    13. Richard Chamboko & Jorge Miguel Bravo, 2020. "A Multi-State Approach to Modelling Intermediate Events and Multiple Mortgage Loan Outcomes," Risks, MDPI, vol. 8(2), pages 1-29, June.
    14. Daniel Immergluck, 2009. "The accumulation of foreclosed properties: trajectories of metropolitan REO inventories during the 2007–2008 mortgage crisis," Community Development Innovation Review, Federal Reserve Bank of San Francisco, issue 1, pages 07-42.
    15. Dennis Capozza & Thomas Thomson, 2006. "Subprime Transitions: Lingering or Malingering in Default?," The Journal of Real Estate Finance and Economics, Springer, vol. 33(3), pages 241-258, November.
    16. Roberto G. Quercia & Michael A. Stegman & Walter R. Davis, 2007. "The impact of predatory loan terms on subprime foreclosures: The special case of prepayment penalties and balloon payments," Housing Policy Debate, Taylor & Francis Journals, vol. 18(2), pages 311-346, January.
    17. Ran Deng & Shermineh Haghani, 2017. "FHA Loans in Foreclosure Proceedings: Distinguishing Sources of Interdependence in Competing Risks," JRFM, MDPI, vol. 11(1), pages 1-15, December.
    18. Anna Maria Santiago & George C. Galster & Ana H. Santiago-San Roman & Cristina M. Tucker & Angela A. Kaiser & Rebecca A. Grace, 2010. "Foreclosing on the American dream? The financial consequences of low-income homeownership," Housing Policy Debate, Taylor & Francis Journals, vol. 20(4), pages 707-742, September.
    19. Sewin Chan & Claudia Sharygin & Vicki Been & Andrew Haughwout, 2014. "Pathways After Default: What Happens to Distressed Mortgage Borrowers and Their Homes?," The Journal of Real Estate Finance and Economics, Springer, vol. 48(2), pages 342-379, February.

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