IDEAS home Printed from https://ideas.repec.org/p/bdi/wptemi/td_999_15.html
   My bibliography  Save this paper

Looking behind mortgage delinquencies

Author

Listed:
  • Sauro Mocetti

    (Bank of Italy)

  • Eliana Viviano

    (Bank of Italy)

Abstract

We examine the delinquency rate for mortgages originated before and after the 2008 financial crisis, using a novel and large representative panel obtained by merging data from tax records and credit registers. First, we estimate the selection into the mortgage market using an exogenous index of local credit supply as exclusion restriction. Second, controlling for selection we estimate the impact of income shocks on the probability of recording a delinquency. We find that since 2008 the selection process operated by banks has led to the halving of the delinquency rate. Conditional on mortgage origination, a job loss nearly doubles the delinquency risk. Estimates uncorrected for selection are subject to severe downward biased.

Suggested Citation

  • Sauro Mocetti & Eliana Viviano, 2015. "Looking behind mortgage delinquencies," Temi di discussione (Economic working papers) 999, Bank of Italy, Economic Research and International Relations Area.
  • Handle: RePEc:bdi:wptemi:td_999_15
    as

    Download full text from publisher

    File URL: http://www.bancaditalia.it/pubblicazioni/temi-discussione/2015/2015-0999/en_tema_999.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. William Adams & Liran Einav & Jonathan Levin, 2009. "Liquidity Constraints and Imperfect Information in Subprime Lending," American Economic Review, American Economic Association, vol. 99(1), pages 49-84, March.
    2. John Y. Campbell & João F. Cocco, 2015. "A Model of Mortgage Default," Journal of Finance, American Finance Association, vol. 70(4), pages 1495-1554, August.
    3. 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.
    4. Scott Fay & Erik Hurst & Michelle J. White, 2002. "The Household Bankruptcy Decision," American Economic Review, American Economic Association, vol. 92(3), pages 706-718, June.
    5. M. Rosaria Marino & Roberta Zizza, 2012. "Personal Income Tax Evasion in Italy: An Estimate by Taxpayer Type," Chapters, in: Michael Pickhardt & Aloys Prinz (ed.), Tax Evasion and the Shadow Economy, chapter 3, Edward Elgar Publishing.
    6. 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," The Review of Financial Studies, Society for Financial Studies, vol. 31(3), pages 1098-1131.
    7. Silvia Magri, 2007. "Italian households’ debt: the participation to the debt market and the size of the loan," Empirical Economics, Springer, vol. 33(3), pages 401-426, November.
    8. 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).
    9. Gómez-Salvador, Ramón & Westermann, Thomas & Lojschová, Adriana, 2011. "Household sector borrowing in the euro area - a micro data perspective," Occasional Paper Series 125, European Central Bank.
    10. Tullio Jappelli & Marco Pagano & Marco Di Maggio, 2013. "Households' indebtedness and financial fragility," Journal of Financial Management, Markets and Institutions, Società editrice il Mulino, issue 1, pages 23-46, January.
    11. Fabbri, Daniela & Padula, Mario, 2004. "Does poor legal enforcement make households credit-constrained?," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2369-2397, October.
    12. 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.
    13. 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.
    14. 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.
    15. Yongheng Deng & John M. Quigley & Robert Van Order, 2000. "Mortgage Terminations, Heterogeneity and the Exercise of Mortgage Options," Econometrica, Econometric Society, vol. 68(2), pages 275-308, March.
    16. Shekhar Aiyar, 2012. "From Financial Crisis to Great Recession: The Role of Globalized Banks," American Economic Review, American Economic Association, vol. 102(3), pages 225-230, May.
    17. Kasper Roszbach, 2004. "Bank Lending Policy, Credit Scoring, and the Survival of Loans," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 946-958, November.
    18. Diaz-Serrano, Luis, 2004. "Income Volatility and Residential Mortgage Delinquency: Evidence from 12 EU Countries," IZA Discussion Papers 1396, Institute of Labor Economics (IZA).
    19. Evžen Kocenda & Martin Vojtek, 2011. "Default Predictors in Retail Credit Scoring: Evidence from Czech Banking Data," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 47(6), pages 80-98, November.
    20. Jacobson, Tor & Roszbach, Kasper, 2003. "Bank lending policy, credit scoring and value-at-risk," Journal of Banking & Finance, Elsevier, vol. 27(4), pages 615-633, April.
    21. David B. Gross, 2002. "An Empirical Analysis of Personal Bankruptcy and Delinquency," The Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 319-347, March.
    22. 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.
    23. Ramon Gomez-Salvador & Adriana Lojschova & Thomas Westermann, 2011. "Household Sector Borrowing in the Euro Area: A Micro Data Persective," BCL working papers 58, Central Bank of Luxembourg.
    24. 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.
    25. Magri, Silvia & Pico, Raffaella, 2011. "The rise of risk-based pricing of mortgage interest rates in Italy," Journal of Banking & Finance, Elsevier, vol. 35(5), pages 1277-1290, May.
    26. 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.
    27. Patrick Bajari & Chenghuan Sean Chu & Denis Nekipelov & Minjung Park, 2013. "A Dynamic Model of Subprime Mortgage Default: Estimation and Policy Implications," NBER Working Papers 18850, National Bureau of Economic Research, Inc.
    28. Boyes, William J. & Hoffman, Dennis L. & Low, Stuart A., 1989. "An econometric analysis of the bank credit scoring problem," Journal of Econometrics, Elsevier, vol. 40(1), pages 3-14, January.
    29. Diaz-Serrano, Luis, 2005. "Income volatility and residential mortgage delinquency across the EU," Journal of Housing Economics, Elsevier, vol. 14(3), pages 153-177, September.
    30. Ian Domowitz & Robert L. Sartain, 1999. "Determinants of the Consumer Bankruptcy Decision," Journal of Finance, American Finance Association, vol. 54(1), pages 403-420, February.
    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. 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," The Review of Financial Studies, Society for Financial Studies, vol. 31(3), pages 1098-1131.
    2. Martin Hauptfleisch, 2019. "Financial Decision-Making Using Data," PhD Thesis, Finance Discipline Group, UTS Business School, University of Technology, Sydney, number 6-2019, January-A.
    3. Damian S. Damianov & Xiangdong Wang & Cheng Yan, 2021. "Google Search Queries, Foreclosures, and House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 63(2), pages 177-209, August.
    4. 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).
    5. Wadud, Mokhtarul & Ali Ahmed, Huson Joher & Tang, Xueli, 2020. "Factors affecting delinquency of household credit in the U.S.: Does consumer sentiment play a role?," The North American Journal of Economics and Finance, Elsevier, vol. 52(C).
    6. Kelly, Jane & Mazza, Elena, 2019. "Mortgage servicing burdens and LTI caps," Financial Stability Notes 13/FS/19, Central Bank of Ireland.
    7. O’Toole, Conor & Slaymaker, Rachel, 2021. "Repayment capacity, debt service ratios and mortgage default: An exploration in crisis and non-crisis periods," Journal of Banking & Finance, Elsevier, vol. 133(C).
    8. Okechukwu D. Anyamele, 2018. "Racial Ethnic differences in Household Loan Delinquency Rate in recent financial crisis: Evidence from 2007 and 2010 Survey of Consumer Finances," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 8(3), pages 1-4.
    9. Katharina Allinger & Elisabeth Beckmann, 2021. "Use of loan moratoria by CESEE households: who are the users and how vulnerable are they?," Focus on European Economic Integration, Oesterreichische Nationalbank (Austrian Central Bank), issue Q3/21, pages 7-33.
    10. Merike Kukk, 2023. "What are the triggers for arrears on debt over a business cycle? Evidence from panel data," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 2811-2833, July.
    11. Sabrina Aufiero & Preben Forer & Pierpaolo Vivo & Fabio Caccioli & Silvia Bartolucci, 2024. "Phase transitions in debt recycling," Papers 2405.19104, arXiv.org.
    12. Merike Kukk, 2019. "Debt repayment problems: short-term and long-term implications for spending," Review of Economics of the Household, Springer, vol. 17(2), pages 715-740, June.
    13. Hu, Mingzhi & Lin, Zhenguo & Liu, Yingchun, 2024. "Financial literacy and mortgage stress," Journal of Banking & Finance, Elsevier, vol. 163(C).

    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. David ARISTEI & Manuela Gallo, 2012. "The Drivers of Household Over-Indebtedness and Delinquency on Mortgage Loans: Evidence from Italian Microdata," Quaderni del Dipartimento di Economia, Finanza e Statistica 105/2012, Università di Perugia, Dipartimento Economia.
    2. 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," The Review of Financial Studies, Society for Financial Studies, vol. 31(3), pages 1098-1131.
    3. Maximilian Schmeiser & Matthew Gross, 2016. "The Determinants of Subprime Mortgage Performance Following a Loan Modification," The Journal of Real Estate Finance and Economics, Springer, vol. 52(1), pages 1-27, January.
    4. Thomas Schelkle, 2018. "Mortgage Default during the U.S. Mortgage Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 50(6), pages 1101-1137, September.
    5. Hanming Fang & You Suk Kim & Wenli Li, 2015. "The Dynamics of Adjustable-Rate Subprime Mortgage Default: A Structural Estimation," Finance and Economics Discussion Series 2015-114, Board of Governors of the Federal Reserve System (U.S.).
    6. Paolo Acciari & Elisabetta Manzoli & Sauro Mocetti & Eliana Viviana, 2014. "La vulnerabilita' finanziaria: un'analisi per classi di reddito (Financial vulnerability: an analysis by income classes)," Moneta e Credito, Economia civile, vol. 67(268), pages 401-428.
    7. Charles Grant, 2021. "The Evolution of Arrears among US Households 1995–2013," JRFM, MDPI, vol. 14(2), pages 1-40, January.
    8. Hanming Fang & You Suk Kim & Wenli Li, 2016. "The dynamics of subprime adjustable-rate mortgage default: a structural estimation," Working Papers 16-2, Federal Reserve Bank of Philadelphia.
    9. Lenarčič, Črt, 2022. "Drivers of household arrears: an euro area country panel data analysis," MPRA Paper 114558, University Library of Munich, Germany.
    10. Agatha M. Poroshina, 2014. "Credit Risk Modeling Of Residential Mortgage Lending In Russia," HSE Working papers WP BRP 30/FE/2014, National Research University Higher School of Economics.
    11. M. Dietsch & C. Welter-Nicol, 2014. "Do LTV and DSTI caps make banks more resilient?," Débats économiques et financiers 13, Banque de France.
    12. McCann, Fergal, 2014. "Modelling default transitions in the UK mortgage market," Research Technical Papers 18/RT/14, Central Bank of Ireland.
    13. 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.
    14. Gene Amromin & Jennifer Huang & Clemens Sialm & Edward Zhong, 2018. "Complex Mortgages [Why don’t lenders renegotiate more home mortgages? Redefaults, self-cures, and securitization]," Review of Finance, European Finance Association, vol. 22(6), pages 1975-2007.
    15. Camelia M. Kuhnen & Brian T. Melzer, 2018. "Noncognitive Abilities and Financial Delinquency: The Role of Self‐Efficacy in Avoiding Financial Distress," Journal of Finance, American Finance Association, vol. 73(6), pages 2837-2869, December.
    16. Manuel Adelino & Antoinette Schoar & Felipe Severino, 2015. "Loan Originations and Defaults in the Mortgage Crisis: Further Evidence," NBER Working Papers 21320, National Bureau of Economic Research, Inc.
    17. O’Toole, Conor & Slaymaker, Rachel, 2021. "Repayment capacity, debt service ratios and mortgage default: An exploration in crisis and non-crisis periods," Journal of Banking & Finance, Elsevier, vol. 133(C).
    18. 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.
    19. Beltratti, Andrea & Benetton, Matteo & Gavazza, Alessandro, 2017. "The role of prepayment penalties in mortgage loans," Journal of Banking & Finance, Elsevier, vol. 82(C), pages 165-179.
    20. Guiso, Luigi & Sodini, Paolo, 2013. "Household Finance: An Emerging Field," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, volume 2, chapter 0, pages 1397-1532, Elsevier.

    More about this item

    Keywords

    mortgage delinquency; income; selection; lending policies;
    All these keywords.

    JEL classification:

    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:bdi:wptemi:td_999_15. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/bdigvit.html .

    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.