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Modelling default transitions in the UK mortgage market

Author

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  • McCann, Fergal

    (Central Bank of Ireland)

Abstract

Using a large panel data set on the population of UK mortgage loans by Irish-headquartered banks, this paper presents a transitions-based model of mortgage default. The estimation departs from cross-sectional methods typically used in mortgage default models, in that the transition both into and out of mortgage default is predicted. Housing equity, regional unemployment and loan interest rates are found to impact the probability of transition into default, while housing equity, interest rates and the time spent in default all significantly a ect the probability that a loan transitions out of default ("cures"). The latter finding is indicative of a hysteresis effect in mortgage markets, whereby the longer a mortgage spends in default, the less likely it is that the obligor will begin repayment. This finding provides important impetus for mortgage modi cation programmes which aim to tackle mortgage arrears at as early a stage as possible. In an extension, the default transitions of owner-occupiers are shown to be far less sensitive to changes in housing equity than those of Buy-to-Let investors. This finding suggests that instances of "strategic default" are uncommon among UK homeowners, but investors may well exercise the "put option" implicit in their contract when house price falls leave them "out of the money".

Suggested Citation

  • McCann, Fergal, 2014. "Modelling default transitions in the UK mortgage market," Research Technical Papers 18/RT/14, Central Bank of Ireland.
  • Handle: RePEc:cbi:wpaper:18/rt/14
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    File URL: https://centralbank.ie/docs/default-source/publications/research-technical-papers/research-technical-paper-18rt14.pdf?sfvrsn=8
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    References listed on IDEAS

    as
    1. Kelly, Robert & O’Malley, Terence, 2016. "The good, the bad and the impaired: A credit risk model of the Irish mortgage market," Journal of Financial Stability, Elsevier, vol. 22(C), pages 1-9.
    2. Foote, Christopher L. & Gerardi, Kristopher & Willen, Paul S., 2008. "Negative equity and foreclosure: Theory and evidence," Journal of Urban Economics, Elsevier, vol. 64(2), pages 234-245, September.
    3. 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.
    4. Muellbauer, John & Aron, Janine, 2010. "Modelling and Forecasting UK Mortgage Arrears and Possessions," CEPR Discussion Papers 7986, C.E.P.R. Discussion Papers.
    5. McCarthy, Yvonne, 2014. "Dis-entangling the mortgage arrears crisis: The rolw of the labour market, income volatility and housing equity," Research Technical Papers 02/RT/14, Central Bank of Ireland.
    6. Neil Bhutta & Jane K. Dokko & Hui Shan, 2010. "The depth of negative equity and mortgage default decisions," Finance and Economics Discussion Series 2010-35, Board of Governors of the Federal Reserve System (U.S.).
    7. Kristopher Gerardi & Kyle F. Herkenhoff & Lee E. Ohanian & Paul S. Willen, 2018. "Can’t Pay or Won’t Pay? Unemployment, Negative Equity, and Strategic Default," Review of Financial Studies, Society for Financial Studies, vol. 31(3), pages 1098-1131.
    8. Gaffney, Edward & Kelly, Robert & McCann, Fergal, 2014. "A transitions-based framework for estimating expected credit losses," Research Technical Papers 16/RT/14, Central Bank of Ireland.
    9. Jackson, Christopher, 2011. "Multi-State Models for Panel Data: The msm Package for R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 38(i08).
    10. 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.
    11. 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.
    12. Boheim, Rene & Taylor, Mark P., 2000. "My Home Was My Castle: Evictions and Repossessions in Britain," Journal of Housing Economics, Elsevier, vol. 9(4), pages 287-319, December.
    13. Gauthier Lanot & David Leece, 2016. "Mortgage Loan Characteristics, Unobserved Heterogeneity and the Performance of United Kingdom Securitized Subprime Loans," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 44(4), pages 771-813, October.
    14. Reamonn Lyndon & Yvonne McCarthy, 2013. "What Lies Beneath? Understanding Recent Trends in Irish Mortgage Arrears," The Economic and Social Review, Economic and Social Studies, vol. 44(1), pages 117-150.
    15. Lando, David & Skodeberg, Torben M., 2002. "Analyzing rating transitions and rating drift with continuous observations," Journal of Banking & Finance, Elsevier, vol. 26(2-3), pages 423-444, March.
    16. Gyourko, Joseph & Tracy, Joseph, 2014. "Reconciling theory and empirics on the role of unemployment in mortgage default," Journal of Urban Economics, Elsevier, vol. 80(C), pages 87-96.
    17. John Gathergood, 2009. "Income Shocks, Mortgage Repayment Risk and Financial Distress Among UK Households," Discussion Papers 09/03, University of Nottingham, Centre for Finance, Credit and Macroeconomics (CFCM).
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    Cited by:

    1. Gaffney, Edward & Kelly, Robert & McCann, Fergal, 2014. "A transitions-based framework for estimating expected credit losses," Research Technical Papers 16/RT/14, Central Bank of Ireland.
    2. Kelly, Robert & McCann, Fergal, 2015. "Households in long-term mortgage arrears:lessons from economic research," Economic Letters 11/EL/15, Central Bank of Ireland.
    3. Kelly, Robert & O'Toole, Conor, 2016. "Lending Conditions and Loan Default: What Can We Learn From UK Buy-to-Let Loans?," Research Technical Papers 04/RT/16, Central Bank of Ireland.
    4. Gaffney, Edward & Kelly, Robert & McCann, Fergal & Lyons, Paul, 2014. "Loan loss forecasting: a methodological overview," Economic Letters 13/EL/14, Central Bank of Ireland.
    5. Slaymaker, Rachel & O'Toole, Conor & McQuinn, Kieran & Fahy, Mike, 2018. "Monetary policy normalisation and mortgage arrears in a recovering economy: The case of the Irish residential market," Papers WP613, Economic and Social Research Institute (ESRI).
    6. Lazarov, Vladimir & Hinterschweiger, Marc, 2018. "Determinants of distress in the UK owner-occupier and buy-to-let mortgage markets," Bank of England working papers 760, Bank of England.
    7. Kelly, Robert & McCann, Fergal, 2016. "Some defaults are deeper than others: Understanding long-term mortgage arrears," Journal of Banking & Finance, Elsevier, vol. 72(C), pages 15-27.
    8. Morell, Joe & Rice, Jonathan & Shaw, Frances, 2022. "A Framework for Macroprudential Stress Testing," Research Technical Papers 7/RT/22, Central Bank of Ireland.
    9. Kelly, Robert & O’Toole, Conor, 2018. "Mortgage default, lending conditions and macroprudential policy: Loan-level evidence from UK buy-to-lets," Journal of Financial Stability, Elsevier, vol. 36(C), pages 322-335.
    10. Kelly, Jane & Mazza, Elena, 2019. "Mortgage servicing burdens and LTI caps," Financial Stability Notes 13/FS/19, Central Bank of Ireland.

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    More about this item

    Keywords

    Mortgages; default; credit risk; Markov multi-state model.;
    All these keywords.

    JEL classification:

    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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