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The Underwriting, Choice And Performance Of Government-Insured Mortgages In Russia

Author

Listed:
  • Evgeniy M. Ozhegov

    (National Research University Higher School of Economics)

Abstract

This paper analyzes the mortgage borrowing process from a Russian state-owned provider of residential housing mortgages concentrating on the choice of having government insurance. This analysis takes into account the underwriting process and the choice of loan limit by the bank, the choice of contract terms and the performance of all loans issued from 2008 to 2012. Our dataset contains demographic, financial, loan terms and the performance information for all applications. We use a multistep nonparametric approach to estimate the determinants of bank and borrower choice. The main finding that the probability of having government insurance is linked to riskier loans, but insured loans also are more likely to be approved by the bank. The bank, when approving a borrower, takes into account not the probability of default but the difference between the probability of default and having government insurance.

Suggested Citation

  • Evgeniy M. Ozhegov, 2014. "The Underwriting, Choice And Performance Of Government-Insured Mortgages In Russia," HSE Working papers WP BRP 31/FE/2014, National Research University Higher School of Economics.
  • Handle: RePEc:hig:wpaper:31/fe/2014
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    References listed on IDEAS

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    1. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    2. Reuben Gronau, 1973. "Wage Comparisons -A Selectivity Bias," NBER Working Papers 0013, National Bureau of Economic Research, Inc.
    3. Orazio P. Attanasio & Pinelopi Koujianou Goldberg & Ekaterini Kyriazidou, 2008. "Credit Constraints In The Market For Consumer Durables: Evidence From Micro Data On Car Loans," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(2), pages 401-436, May.
    4. Vella, Francis, 1993. "A Simple Estimator for Simultaneous Models with Censored Endogenous Regressors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 34(2), pages 441-457, May.
    5. Michael LaCour-Little, 2007. "The Home Purchase Mortgage Preferences of Low- and Moderate-Income Households," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(3), pages 265-290, September.
    6. Whitney K. Newey, 2009. "Two-step series estimation of sample selection models," Econometrics Journal, Royal Economic Society, vol. 12(s1), pages 217-229, January.
    7. Robert F. Phillips & Robert P. Trost & Anthony M.J. Yezer, 1994. "Bias in estimates of discrimination and default in mortgage lending: the effects of simultaneity and self-selection," Proceedings, Federal Reserve Bank of Philadelphia, pages 197-222.
    8. Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
    9. Mitali Das & Whitney K. Newey & Francis Vella, 2003. "Nonparametric Estimation of Sample Selection Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 33-58.
    10. Heckman, James J, 1990. "Varieties of Selection Bias," American Economic Review, American Economic Association, vol. 80(2), pages 313-318, May.
    11. James R. Follain, 1990. "Mortgage Choice†," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 18(2), pages 125-144, June.
    12. Munnell, Alicia H. & Geoffrey M. B. Tootell & Lynn E. Browne & James McEneaney, 1996. "Mortgage Lending in Boston: Interpreting HMDA Data," American Economic Review, American Economic Association, vol. 86(1), pages 25-53, March.
    13. Newey, Whitney K., 1997. "Convergence rates and asymptotic normality for series estimators," Journal of Econometrics, Elsevier, vol. 79(1), pages 147-168, July.
    14. Whitney K. Newey & James L. Powell & Francis Vella, 1999. "Nonparametric Estimation of Triangular Simultaneous Equations Models," Econometrica, Econometric Society, vol. 67(3), pages 565-604, May.
    15. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    16. Donald W. K. Andrews & Marcia M. A. Schafgans, 1998. "Semiparametric Estimation of the Intercept of a Sample Selection Model," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(3), pages 497-517.
    17. Patrick Bajari & Chenghuan Sean Chu & Minjung Park, 2008. "An Empirical Model of Subprime Mortgage Default From 2000 to 2007," NBER Working Papers 14625, National Bureau of Economic Research, Inc.
    18. Brent W. Ambrose & Michael LaCour‐Little & Anthony B. Sanders, 2004. "The Effect of Conforming Loan Status on Mortgage Yield Spreads: A Loan Level Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(4), pages 541-569, December.
    19. Heckman, James J, 1974. "Shadow Prices, Market Wages, and Labor Supply," Econometrica, Econometric Society, vol. 42(4), pages 679-694, July.
    20. Heckman, James J. & Robb, Richard Jr., 1985. "Alternative methods for evaluating the impact of interventions : An overview," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 239-267.
    21. Stephen L Ross, 2000. "Mortgage Lending, Sample Selection and Default," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(4), pages 581-621.
    22. Robert F. Phillips & Anthony M.J. Yezer, 1996. "Self-Selection and Tests for Bias and Risk in Mortgage Lending: Can You Price the Mortgage If You Don't Know the Process?," Journal of Real Estate Research, American Real Estate Society, vol. 11(1), pages 87-102.
    23. Whitney K. Newey, 2013. "Nonparametric Instrumental Variables Estimation," American Economic Review, American Economic Association, vol. 103(3), pages 550-556, May.
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    More about this item

    Keywords

    mortgage; terms choice; default; nonparametrics.;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C30 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - General
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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