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Spatial Dependence in Subprime Mortgage Defaults

Author

Listed:
  • Andréas Heinen

    (Université de Cergy-Pontoise)

  • James B. Kau

    (University of Georgia)

  • Donald C. Keenan

    (Université de Cergy-Pontoise)

  • Mi Lim Kim

    (Université de Cergy-Pontoise)

Abstract

We analyze the spatial default dependence between pairs of nonconforming securitized mortgages, originated in Los Angeles between 2000 and 2011 and clustered by zip code. Our approach allows us to estimate the range and shape of the spatial dependence function, which relates zip-code center-to-center distance between mortgages to the dependence parameter of a number of different copulas. We find significant evidence for the presence of spatial dependence, which decays to zero within 40km and can be well characterized by a squared exponential function, a special case of the Matérn spatial correlation function.

Suggested Citation

  • Andréas Heinen & James B. Kau & Donald C. Keenan & Mi Lim Kim, 2021. "Spatial Dependence in Subprime Mortgage Defaults," The Journal of Real Estate Finance and Economics, Springer, vol. 62(1), pages 1-24, January.
    • Handle: RePEc:kap:jrefec:v:62:y:2021:i:1:d:10.1007_s11146-019-09708-w
    DOI: 10.1007/s11146-019-09708-w
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    References listed on IDEAS

    as
    1. Anish Goorah, 2007. "Real Estate Risk Management with Copulas," Journal of Property Research, Taylor & Francis Journals, vol. 24(4), pages 289-311, December.
    2. Rajan, Uday & Seru, Amit & Vig, Vikrant, 2015. "The failure of models that predict failure: Distance, incentives, and defaults," Journal of Financial Economics, Elsevier, vol. 115(2), pages 237-260.
    3. Sueyoshi, Glenn T, 1995. "A Class of Binary Response Models for Grouped Duration Data," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(4), pages 411-431, Oct.-Dec..
    4. Duffee, Gregory R, 1999. "Estimating the Price of Default Risk," The Review of Financial Studies, Society for Financial Studies, vol. 12(1), pages 197-226.
    5. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2013. "The Determinants of Attitudes toward Strategic Default on Mortgages," Journal of Finance, American Finance Association, vol. 68(4), pages 1473-1515, August.
    6. 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, June.
    7. Yuliya Demyanyk & Otto Van Hemert, 2011. "Understanding the Subprime Mortgage Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 1848-1880.
    8. Adam B. Ashcraft & Paul Goldsmith-Pinkham & James Vickery, 2010. "MBS ratings and the mortgage credit boom," Staff Reports 449, Federal Reserve Bank of New York.
    9. Elliot Anenberg & Edward Kung, 2014. "Estimates of the Size and Source of Price Declines Due to Nearby Foreclosures," American Economic Review, American Economic Association, vol. 104(8), pages 2527-2551, August.
    10. Dubin, Robin A, 1998. "Predicting House Prices Using Multiple Listings Data," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 35-59, July.
    11. 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.
    12. Charles Towe & Chad Lawley, 2013. "The Contagion Effect of Neighboring Foreclosures," American Economic Journal: Economic Policy, American Economic Association, vol. 5(2), pages 313-335, May.
    13. Yongheng Deng & Andrey D. Pavlov & Lihong Yang, 2005. "Spatial Heterogeneity in Mortgage Terminations by Refinance, Sale and Default," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 33(4), pages 739-764, December.
    14. 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.
    15. David Zimmer, 2015. "Time-Varying Correlation in Housing Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 51(1), pages 86-100, July.
    16. Kau, James B. & Keenan, Donald C. & Lyubimov, Constantine & Carlos Slawson, V., 2011. "Subprime mortgage default," Journal of Urban Economics, Elsevier, vol. 70(2-3), pages 75-87, September.
    17. Sanjiv R. Das & Darrell Duffie & Nikunj Kapadia & Leandro Saita, 2007. "Common Failings: How Corporate Defaults Are Correlated," Journal of Finance, American Finance Association, vol. 62(1), pages 93-117, February.
    18. Kau, James B, et al, 1992. "A Generalized Valuation Model for Fixed-Rate Residential Mortgages," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 24(3), pages 279-299, August.
    19. Kau, James B. & Keenan, Donald C. & Lyubimov, Constantine & Carlos Slawson, V., 2011. "Subprime mortgage default," Journal of Urban Economics, Elsevier, vol. 70(2), pages 75-87.
    20. repec:arz:wpaper:eres2007-170 is not listed on IDEAS
    21. Li, Yi & Lin, Xihong, 2006. "Semiparametric Normal Transformation Models for Spatially Correlated Survival Data," Journal of the American Statistical Association, American Statistical Association, vol. 101, pages 591-603, June.
    22. Gneiting, Tilmann & Kleiber, William & Schlather, Martin, 2010. "Matérn Cross-Covariance Functions for Multivariate Random Fields," Journal of the American Statistical Association, American Statistical Association, vol. 105(491), pages 1167-1177.
    23. James B. Kau & Donald C. Keenan & Taewon Kim, 1993. "Transaction Costs, Suboptimal Termination and Default Probabilities," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 21(3), pages 247-263, September.
    24. Cristiano Varin, 2008. "On composite marginal likelihoods," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 92(1), pages 1-28, February.
    25. Cristiano Varin & Paolo Vidoni, 2005. "A note on composite likelihood inference and model selection," Biometrika, Biometrika Trust, vol. 92(3), pages 519-528, September.
    26. Bradford Case & John Clapp & Robin Dubin & Mauricio Rodriguez, 2004. "Modeling Spatial and Temporal House Price Patterns: A Comparison of Four Models," The Journal of Real Estate Finance and Economics, Springer, vol. 29(2), pages 167-191, September.
    27. Yun Bai & Peter X.-K. Song & T. E. Raghunathan, 2012. "Joint composite estimating functions in spatiotemporal models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 74(5), pages 799-824, November.
    28. Joe, Harry, 2005. "Asymptotic efficiency of the two-stage estimation method for copula-based models," Journal of Multivariate Analysis, Elsevier, vol. 94(2), pages 401-419, June.
    29. Yun Bai & Jian Kang & Peter X.-K. Song, 2014. "Efficient pairwise composite likelihood estimation for spatial-clustered data," Biometrics, The International Biometric Society, vol. 70(3), pages 661-670, September.
    30. Paik, Jane & Ying, Zhiliang, 2012. "A composite likelihood approach for spatially correlated survival data," Computational Statistics & Data Analysis, Elsevier, vol. 56(1), pages 209-216, January.
    31. Steven Bourassa & Eva Cantoni & Martin Hoesli, 2007. "Spatial Dependence, Housing Submarkets, and House Price Prediction," The Journal of Real Estate Finance and Economics, Springer, vol. 35(2), pages 143-160, August.
    32. Harding, John P. & Rosenblatt, Eric & Yao, Vincent W., 2009. "The contagion effect of foreclosed properties," Journal of Urban Economics, Elsevier, vol. 66(3), pages 164-178, November.
    33. John Y. Campbell & Stefano Giglio & Parag Pathak, 2011. "Forced Sales and House Prices," American Economic Review, American Economic Association, vol. 101(5), pages 2108-2131, August.
    34. 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.
    35. John M. Clapp & Gerson M. Goldberg & John P. Harding & Michael LaCour‐Little, 2001. "Movers and Shuckers: Interdependent Prepayment Decisions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 29(3), pages 411-450, March.
    36. David M. Zimmer, 2015. "Analyzing Comovements In Housing Prices Using Vine Copulas," Economic Inquiry, Western Economic Association International, vol. 53(2), pages 1156-1169, April.
    37. Anish Goorah, 2007. "Risk Management with Copulas," ERES eres2007_170, European Real Estate Society (ERES).
    38. 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.
    39. David M. Zimmer, 2012. "The Role of Copulas in the Housing Crisis," The Review of Economics and Statistics, MIT Press, vol. 94(2), pages 607-620, May.
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