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The duration of foreclosures in the subprime mortgage market: a competing risks model with mixing

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  • Anthony Pennington-Cross

Abstract

This paper examines what happens to mortgages in the subprime mortgage market once foreclosure proceeding are initiated. A multinominial logit model that allows for the interdependence of the possible outcomes or risks (cure, partial cure, paid off, and real estate owned) through the correlation of associated unobserved heterogeneities is estimated. The results show that the duration of foreclosures is impacted by many factors including contemporaneous housing market conditions, the prior performance of the loan (prior delinquency), and the state-level legal environment.

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Bibliographic Info

Paper provided by Federal Reserve Bank of St. Louis in its series Working Papers with number 2006-027.

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Date of creation: 2006
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Handle: RePEc:fip:fedlwp:2006-027

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Keywords: Mortgages;

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References

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  1. Anthony Pennington-Cross, 2004. "The value of foreclosed property," Working Papers 2004-022, Federal Reserve Bank of St. Louis.
  2. Ko Wang & Leslie Young & Yuqing Zhou, 2002. "Nondiscriminating Foreclosure and Voluntary Liquidating Costs," Review of Financial Studies, Society for Financial Studies, vol. 15(3), pages 959-985.
  3. 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 425-42, June.
  4. Brent Ambrose & Anthony Sanders, 2004. "Legal Restrictions in Personal Loan Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 30(2), pages 133-151, November.
  5. Richard A. Phillips & James H. VanderHoff, 2004. "The Conditional Probability of Foreclosure: An Empirical Analysis of Conventional Mortgage Loan Defaults," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(4), pages 571-587, December.
  6. 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.
  7. 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.
  8. 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.
  9. 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.
  10. 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 275-93, May.
  11. 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 202-16, February.
  12. Harding, John P. & Miceli, Thomas J. & Sirmans, C. F., 2000. "Deficiency Judgments and Borrower Maintenance: Theory and Evidence," Journal of Housing Economics, Elsevier, vol. 9(4), pages 267-285, December.
  13. Michelle A. Danis & Anthony Pennington-Cross, 2005. "A dynamic look at subprime loan performance," Working Papers 2005-029, Federal Reserve Bank of St. Louis.
  14. Karen M. Pence, 2003. "Foreclosing on opportunity: state laws and mortgage credit," Finance and Economics Discussion Series 2003-16, Board of Governors of the Federal Reserve System (U.S.).
  15. 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.
  16. Wen, Chieh-Hua & Koppelman, Frank S., 2001. "The generalized nested logit model," Transportation Research Part B: Methodological, Elsevier, vol. 35(7), pages 627-641, August.
  17. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
  18. John M. Clapp & Yongheng Deng & Xudong An, 2006. "Unobserved Heterogeneity in Models of Competing Mortgage Termination Risks," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(2), pages 243-273, 06.
  19. 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 314-25, August.
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Citations

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Cited by:
  1. Kristopher Gerardi & Lauren Lambie-Hanson & Paul S. Willen, 2011. "Do Borrower Rights Improve Borrower Outcomes? Evidence from the Foreclosure Process," NBER Working Papers 17666, National Bureau of Economic Research, Inc.
  2. Larry Cordell & Liang Geng & Laurie Goodman & Lidan Yang, 2013. "The cost of delay," Working Papers 13-15, Federal Reserve Bank of Philadelphia.
  3. Ioan Voicu & Marilyn Jacob & Kristopher Rengert & Irene Fang, 2012. "Subprime Loan Default Resolutions: Do They Vary Across Mortgage Products and Borrower Demographic Groups?," The Journal of Real Estate Finance and Economics, Springer, vol. 45(4), pages 939-964, November.
  4. Qi, Min & Yang, Xiaolong, 2009. "Loss given default of high loan-to-value residential mortgages," Journal of Banking & Finance, Elsevier, vol. 33(5), pages 788-799, May.
  5. Karikari, John A., 2013. "Why homeowners’ documentation went missing under the Home Affordable Mortgage Program (HAMP)?: An analysis of strategic behavior of homeowners and servicers," Journal of Housing Economics, Elsevier, vol. 22(2), pages 146-162.
  6. 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.
  7. Chan, Sewin & Gedal, Michael & Been, Vicki & Haughwout, Andrew, 2011. "The role of neighborhood characteristics in mortgage default risk: evidence from New York City," MPRA Paper 33941, University Library of Munich, Germany.
  8. Chintal Desai & Gregory Elliehausen & Jevgenijs Steinbuks, 2013. "Effects of Bankruptcy Exemptions and Foreclosure Laws on Mortgage Default and Foreclosure Rates," The Journal of Real Estate Finance and Economics, Springer, vol. 47(3), pages 391-415, October.
  9. Sarah W. Carroll & Wenli Li, 2008. "The homeownership experience of households in bankruptcy," Working Papers 08-14, Federal Reserve Bank of Philadelphia.
  10. Kashian, Russell & Cebula, Richard & Cramer, Eric, 2014. "Foreclosures in an Exurb: Multiple Empirical Analyses through a Prism," MPRA Paper 55557, University Library of Munich, Germany.
  11. Zhang, Yan, 2013. "Does loan renegotiation differ by securitization status? A transition probability study," Journal of Financial Intermediation, Elsevier, vol. 22(3), pages 513-527.
  12. Been, Vicki & Weselcouch, Mary & Voicu, Ioan & Murff, Scott, 2013. "Determinants of the incidence of U.S. Mortgage Loan Modifications," Journal of Banking & Finance, Elsevier, vol. 37(10), pages 3951-3973.
  13. deRitis, Cristian & Kuo, Chionglong & Liang, Yongping, 2010. "Payment shock and mortgage performance," Journal of Housing Economics, Elsevier, vol. 19(4), pages 295-314, December.
  14. Yanan Zhang & Lu Ji & Fei Liu, 2010. "Local Housing Market Cycle and Loss Given Default," IMF Working Papers 10/167, International Monetary Fund.

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