IDEAS home Printed from https://ideas.repec.org/a/ris/apltrx/0288.html
   My bibliography  Save this article

Modeling mortgage survival

Author

Listed:
  • Rumyantseva, Ekaterina

    (Agency for Housing Mortgage Lending, Moscow, Russian Federation)

  • Furmanov, Kirill

    (Higher School of Economics, Moscow, Russia)

Abstract

Paper is devoted to modeling risks of mortgage default and prepayment using data from large Russian mortgage agency. Various techniques of survival analysis are applied to estimate corresponding hazard functions and their relation to loan characteristics. Along with traditional, one-equation regression models, split population approach is used. Special attention is paid to model selection issues.

Suggested Citation

  • Rumyantseva, Ekaterina & Furmanov, Kirill, 2016. "Modeling mortgage survival," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 41, pages 123-143.
    • Handle: RePEc:ris:apltrx:0288
    as

    Download full text from publisher

    File URL: http://pe.cemi.rssi.ru/pe_2016_41_123-143.pdf
    File Function: Full text
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Schmidt, Peter & Witte, Ann Dryden, 1989. "Predicting criminal recidivism using 'split population' survival time models," Journal of Econometrics, Elsevier, vol. 40(1), pages 141-159, January.
    2. repec:bla:jfinan:v:44:y:1989:i:2:p:375-92 is not listed on IDEAS
    3. M Stepanova & L C Thomas, 2001. "PHAB scores: proportional hazards analysis behavioural scores," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 52(9), pages 1007-1016, September.
    4. 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.
    5. Roger B. Newson, 2010. "Comparing the predictive powers of survival models using Harrell’s C or Somers’ D," Stata Journal, StataCorp LLC, vol. 10(3), pages 339-358, September.
    6. Green, Jerry & Shoven, John B, 1986. "The Effects of Interest Rates on Mortgage Prepayments," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 18(1), pages 41-59, February.
    7. Lozinskaya, Agatha & Ozhegov, Evgeniy, 2014. "Estimation of mortgage lending credit risk," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 35(3), pages 3-17.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Rumyantseva, Ekaterina & Furmanov, Kirill, 2017. "Realisation of mortgage property: Survival analysis," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 48, pages 22-43.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rumyantseva, Ekaterina & Furmanov, Kirill, 2017. "Realisation of mortgage property: Survival analysis," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 48, pages 22-43.
    2. 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.
    3. Hyeongjun Kim & Hoon Cho & Doojin Ryu, 2018. "Characteristics of Mortgage Terminations: an Analysis of a Loan-Level Dataset," The Journal of Real Estate Finance and Economics, Springer, vol. 57(4), pages 647-676, November.
    4. Xudong An & Yongheng Deng & Eric Rosenblatt & Vincent Yao, 2012. "Model Stability and the Subprime Mortgage Crisis," The Journal of Real Estate Finance and Economics, Springer, vol. 45(3), pages 545-568, October.
    5. L C Thomas, 2010. "Consumer finance: challenges for operational research," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 61(1), pages 41-52, January.
    6. Leonard Nakamura, 2014. "Durable Financial Regulation: Monitoring Financial Instruments as a Counterpart to Regulating Financial Institutions," NBER Chapters, in: Measuring Wealth and Financial Intermediation and Their Links to the Real Economy, pages 67-88, National Bureau of Economic Research, Inc.
    7. Polo, Yolanda & Sese, F. Javier & Verhoef, Peter C., 2011. "The Effect of Pricing and Advertising on Customer Retention in a Liberalizing Market," Journal of Interactive Marketing, Elsevier, vol. 25(4), pages 201-214.
    8. Stefano Colonnello & Mariela Dal Borgo, 2024. "Raising Household Leverage: Evidence from Co-Financed Mortgages," Working Papers 2024: 01, Department of Economics, University of Venice "Ca' Foscari".
    9. Weida Kuang & Chunlin Liu & Qun Wu & Hongchao Zeng, 2021. "How do Interest Rate Changes Affect Mortgage Curtailments? Evidence from China," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(S2), pages 395-427, September.
    10. Benjamin Monnery, 2015. "The determinants of recidivism among ex-prisoners: a survival analysis on French data," European Journal of Law and Economics, Springer, vol. 39(1), pages 37-56, February.
    11. Delis, Manthos D. & Hasan, Iftekhar & Tsionas, Efthymios G., 2015. "Firms' risk endogenous to strategic management choices," Bank of Finland Research Discussion Papers 16/2015, Bank of Finland.
    12. Christopher J. W. Zorn, 1998. "An Analytic and Empirical Examination of Zero-Inflated and Hurdle Poisson Specifications," Sociological Methods & Research, , vol. 26(3), pages 368-400, February.
    13. Mardi Dungey & Gerald Dwyer & Thomas Flavin, 2013. "Systematic and Liquidity Risk in Subprime-Mortgage Backed Securities," Open Economies Review, Springer, vol. 24(1), pages 5-32, February.
    14. Wu, Di & Sam, Abdoul G. & Wang, Xiangrui, 2024. "Spillover effects of financial deregulation: The unintended consequences of the OCC preemption rule on mortgage lending practices," International Review of Financial Analysis, Elsevier, vol. 95(PC).
    15. Ida, Takanori & Goto, Rei & Takahashi, Yuko & Nishimura, Shuzo, 2011. "Can economic-psychological parameters predict successful smoking cessation?," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 40(3), pages 285-295, May.
    16. Pagès, Henri, 2013. "Bank monitoring incentives and optimal ABS," Journal of Financial Intermediation, Elsevier, vol. 22(1), pages 30-54.
    17. Caroline Krafft, 2020. "Why is fertility on the rise in Egypt? The role of women’s employment opportunities," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(4), pages 1173-1218, October.
    18. Gerald R. Wheeler & Rodney V. Hissong, 1988. "A Survival Time Analysis of Criminal Sanctions for Misdemeanor Offenders," Evaluation Review, , vol. 12(5), pages 510-527, October.
    19. Martino, Ricci & Patrizio, Tirelli, 2017. "Subprime Mortgages and Banking in a DSGE Model," Working Papers 366, University of Milano-Bicocca, Department of Economics, revised 22 Jun 2017.
    20. Bandopadhyaya, Arindam & Jaggia, Sanjiv, 2001. "An analysis of second time around bankruptcies using a split-population duration model," Journal of Empirical Finance, Elsevier, vol. 8(2), pages 201-218, May.

    More about this item

    Keywords

    market risk; credit risk; mortgage; survival models;
    All these keywords.

    JEL classification:

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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ris:apltrx:0288. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Anatoly Peresetsky (email available below). General contact details of provider: http://appliedeconometrics.cemi.rssi.ru/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.