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Subprime cohorts and loan performance

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  • Bhardwaj, Geetesh
  • Sengupta, Rajdeep

Abstract

Loan performance of subprime originations during the boom years of 2004–2006 is contrasted with that of subprime originations during the early period of 2000–2002. A counterfactual technique is developed to determine how originations during the early period would perform in a different environment, namely, the environment faced by originations of 2004, 2005, and 2006. In an environment where house prices are increasing rapidly, low credit score originations do not show high rates of default—as was witnessed for 2000–2002 cohorts. However, in an environment of stagnant or deteriorating home prices, low credit score originations show significantly higher rates of default than high credit score originations. With a greater proportion of low credit score originations, earlier cohorts of 2000–2002 were no less vulnerable to the environment faced by cohorts of 2004–2006. In essence, these results raise concerns about the viability of all cohorts of subprime originations because of their reliance on the appreciation of the underlying collateral rather than the creditworthiness of the borrower.

Suggested Citation

  • Bhardwaj, Geetesh & Sengupta, Rajdeep, 2014. "Subprime cohorts and loan performance," Journal of Banking & Finance, Elsevier, vol. 41(C), pages 236-252.
  • Handle: RePEc:eee:jbfina:v:41:y:2014:i:c:p:236-252
    DOI: 10.1016/j.jbankfin.2013.11.037
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    1. John Karikari & Ioan Voicu & Irene Fang, 2011. "FHA vs. Subprime Mortgage Originations: Is FHA the Answer to Subprime Lending?," The Journal of Real Estate Finance and Economics, Springer, vol. 43(4), pages 441-458, November.
    2. Eric A. Posner & Luigi Zingales, 2009. "A Loan Modification Approach to the Housing Crisis," American Law and Economics Review, Oxford University Press, vol. 11(2), pages 575-607.
    3. 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.
    4. Kristopher Gerardi & Adam Hale Shapiro & Paul S. Willen, 2007. "Subprime outcomes: risky mortgages, homeownership experiences, and foreclosures," Working Papers 07-15, Federal Reserve Bank of Boston.
    5. repec:aei:rpaper:26094 is not listed on IDEAS
    6. Atif Mian & Amir Sufi, 2011. "House Prices, Home Equity-Based Borrowing, and the US Household Leverage Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 2132-2156, August.
    7. Agarwal, Sumit & Amromin, Gene & Ben-David, Itzhak & Chomsisengphet, Souphala & Evanoff, Douglas D., 2011. "The role of securitization in mortgage renegotiation," Journal of Financial Economics, Elsevier, vol. 102(3), pages 559-578.
    8. Edward L. Glaeser & Joshua D. Gottlieb & Joseph Gyourko, 2012. "Can Cheap Credit Explain the Housing Boom?," NBER Chapters, in: Housing and the Financial Crisis, pages 301-359, National Bureau of Economic Research, Inc.
    9. Piskorski, Tomasz & Seru, Amit & Vig, Vikrant, 2010. "Securitization and distressed loan renegotiation: Evidence from the subprime mortgage crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 369-397, September.
    10. Souphala Chomsisengphet & Anthony Pennington-Cross, 2006. "The evolution of the subprime mortgage market," Review, Federal Reserve Bank of St. Louis, vol. 88(Jan), pages 31-56.
    11. Summers, Lawrence H, 1985. "On Economics and Finance," Journal of Finance, American Finance Association, vol. 40(3), pages 633-635, July.
    12. Gary Gorton, 2008. "The panic of 2007," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 131-262.
    13. Anthony Pennington‐Cross & Giang Ho, 2010. "The Termination of Subprime Hybrid and Fixed‐Rate Mortgages," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 38(3), pages 399-426, September.
    14. Geetesh Bhardwaj & Rajdeep Sengupta, 2011. "Credit scoring and loan default," Working Papers 2011-040, Federal Reserve Bank of St. Louis.
    15. Ferreira, Fernando & Gyourko, Joseph & Tracy, Joseph, 2010. "Housing busts and household mobility," Journal of Urban Economics, Elsevier, vol. 68(1), pages 34-45, July.
    16. Haughwout, Andrew & Peach, Richard & Tracy, Joseph, 2008. "Juvenile delinquent mortgages: Bad credit or bad economy?," Journal of Urban Economics, Elsevier, vol. 64(2), pages 246-257, September.
    17. 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.
    18. 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, June.
    19. Glaeser, Edward L. & Gyourko, Joseph & Saiz, Albert, 2008. "Housing supply and housing bubbles," Journal of Urban Economics, Elsevier, vol. 64(2), pages 198-217, September.
    20. Atif Mian & Amir Sufi, 2009. "The Consequences of Mortgage Credit Expansion: Evidence from the U.S. Mortgage Default Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1449-1496.
    21. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 70, Elsevier.
    22. Cameron,A. Colin & Trivedi,Pravin K., 2005. "Microeconometrics," Cambridge Books, Cambridge University Press, number 9780521848053.
    23. 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 179-196, March-May.
    24. Christopher Mayer & Karen Pence & Shane M. Sherlund, 2009. "The Rise in Mortgage Defaults," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 27-50, Winter.
    25. Ryan Bubb & Alex Kaufman, 2011. "Further investigations into the origin of credit score cutoff rules," Working Papers 11-12, Federal Reserve Bank of Boston.
    26. Anderson, Gordon, 1996. "Nonparametric Tests of Stochastic Dominance in Income Distributions," Econometrica, Econometric Society, vol. 64(5), pages 1183-1193, September.
    27. Rothschild, Michael & Stiglitz, Joseph E., 1970. "Increasing risk: I. A definition," Journal of Economic Theory, Elsevier, vol. 2(3), pages 225-243, September.
    28. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 307-362.
    29. Donghoon Lee & Wilbert Van der Klaauw, 2010. "An introduction to the FRBNY Consumer Credit Panel," Staff Reports 479, Federal Reserve Bank of New York.
    30. Brent Ambrose & Michael LaCour-Little & Anthony Sanders, 2005. "Does Regulatory Capital Arbitrage, Reputation, or Asymmetric Information Drive Securitization?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 28(1), pages 113-133, October.
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    Cited by:

    1. Rajdeep Sengupta & Geetesh Bhardwaj, 2015. "Credit Scoring and Loan Default," International Review of Finance, International Review of Finance Ltd., vol. 15(2), pages 139-167, June.
    2. Geetesh Bhardwaj & Rajdeep Sengupta, 2011. "Credit scoring and loan default," Working Papers 2011-040, Federal Reserve Bank of St. Louis.
    3. W. Scott Frame & Larry Wall & Lawrence J. White, 2018. "Technological Change and Financial Innovation in Banking: Some Implications for FinTech," Working Papers 18-28, New York University, Leonard N. Stern School of Business, Department of Economics.
    4. Fernando Ferreira & Joseph Gyourko, 2015. "A New Look at the U.S. Foreclosure Crisis: Panel Data Evidence of Prime and Subprime Borrowers from 1997 to 2012," NBER Working Papers 21261, National Bureau of Economic Research, Inc.

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    More about this item

    Keywords

    Mortgages; Subprime; Loan quality; Crisis;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies

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