IDEAS home Printed from https://ideas.repec.org/p/rba/rbardp/rdp2014-13.html
   My bibliography  Save this paper

Mortgage-related Financial Difficulties: Evidence from Australian Micro-level Data

Author

Listed:
  • Matthew Read

    (Reserve Bank of Australia)

  • Chris Stewart

    (Reserve Bank of Australia)

  • Gianni La Cava

    (Reserve Bank of Australia)

Abstract

We investigate the factors associated with the incidence of mortgage-related financial difficulties in Australia. We use two complementary micro-level datasets: loan-level data on residential mortgages from two Australian banks, which we use to analyse the factors associated with entering 90+ day housing loan arrears; and household-level data from the Household, Income and Labour Dynamics in Australia (HILDA) Survey, which we use to explore the factors associated with households missing mortgage payments. The loan-level analysis indicates that the probability of entering arrears increases with the loan-to-valuation ratio (LVR) at origination, and is particularly high for loans with an LVR above 90 per cent. In contrast, the probability of entering arrears is lower for loans that are repaid relatively quickly. Additionally, the probability of entering arrears varies across different loan types; for example, low-documentation loans are more likely to enter arrears, even after controlling for whether the borrower was self-employed. The likelihood of entering arrears increases with the contract interest rate, which is consistent with lenders setting higher interest rates for riskier borrowers. The household-level analysis suggests that the probability of missing a mortgage payment is particularly high for households with relatively high debt-servicing ratios. Households that have previously missed a payment are also much more likely to miss subsequent payments than households with unblemished payment histories.

Suggested Citation

  • Matthew Read & Chris Stewart & Gianni La Cava, 2014. "Mortgage-related Financial Difficulties: Evidence from Australian Micro-level Data," RBA Research Discussion Papers rdp2014-13, Reserve Bank of Australia.
  • Handle: RePEc:rba:rbardp:rdp2014-13
    as

    Download full text from publisher

    File URL: https://www.rba.gov.au/publications/rdp/2014/pdf/rdp2014-13.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Andra C. Ghent & Marianna Kudlyak, 2010. "Recourse and residential mortgage default: theory and evidence from U.S. states," Working Paper 09-10, Federal Reserve Bank of Richmond.
    2. Joseph Gyourko & Joseph Tracy, 2013. "Unemloyment and Unobserved Credit Risk in the FHA Single Family Mortgage Insurance Fund," NBER Working Papers 18880, National Bureau of Economic Research, Inc.
    3. 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.
    4. 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.
    5. Andreas Fuster & Paul S. Willen, 2017. "Payment Size, Negative Equity, and Mortgage Default," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 167-191, November.
    6. John G. T. Watkins & Andrey L. Vasnev & Richard Gerlach, 2014. "Multiple Event Incidence And Duration Analysis For Credit Data Incorporating Non‐Stochastic Loan Maturity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(4), pages 627-648, June.
    7. Brian A. Ciochetti & Yongheng Deng & Bin Gao & Rui Yao, 2002. "The Termination of Commercial Mortgage Contracts through Prepayment and Default: A Proportional Hazard Approach with Competing Risks," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(4), pages 595-633.
    8. Orla May & Merxe Tudela, 2005. "When is mortgage indebtedness a financial burden to British households? A dynamic probit approach," Bank of England working papers 277, Bank of England.
    9. Callan Windsor & Gianni La Cava & James Hansen, 2014. "Home Price Beliefs in Australia," RBA Research Discussion Papers rdp2014-04, Reserve Bank of Australia.
    10. 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.).
    11. James Hansen, 2009. "Australian House Prices: A Comparison of Hedonic and Repeat‐Sales Measures," The Economic Record, The Economic Society of Australia, vol. 85(269), pages 132-145, June.
    12. John Krainer & Elizabeth Laderman, 2011. "Prepayment and delinquency in the mortgage crisis period," Working Paper Series 2011-25, Federal Reserve Bank of San Francisco.
    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. Nicholas Garvin & Samuel Kurian & Mike Major & David Norman, 2022. "Macrofinancial Stress Testing on Australian Banks," RBA Research Discussion Papers rdp2022-03, Reserve Bank of Australia.
    2. Danilo Liberati & Valerio Vacca, 2016. "With (more than) a little help from my bank. Loan-to-value ratios and access to mortgages in Italy," Questioni di Economia e Finanza (Occasional Papers) 315, Bank of Italy, Economic Research and International Relations Area.
    3. Ellis Connolly & Gianni La Cava & Matthew Read, 2015. "Housing Prices and Entrepreneurship: Evidence for the Housing Collateral Channel in Australia," RBA Annual Conference Volume (Discontinued), in: Angus Moore & John Simon (ed.),Small Business Conditions and Finance, Reserve Bank of Australia.
    4. Ashley Dunstan & Hayden Skilling, 2015. "Vulnerability of new mortgage borrowers prior to the introduction of the LVR speed limit: Insights from the Household Economic Survey," Reserve Bank of New Zealand Analytical Notes series AN2015/02, Reserve Bank of New Zealand.
    5. Barasinska, Nataliya & Haenle, Philipp & Koban, Anne & Schmidt, Alexander, 2019. "Stress testing the German mortgage market," Discussion Papers 17/2019, Deutsche Bundesbank.
    6. Michelle Bergmann, 2020. "The Determinants of Mortgage Defaults in Australia – Evidence for the Double-trigger Hypothesis," RBA Research Discussion Papers rdp2020-03, Reserve Bank of Australia.
    7. Robert Breunig & Syed Hasan & Boyd Hunter, 2019. "Financial Stress and Indigenous Australians," The Economic Record, The Economic Society of Australia, vol. 95(308), pages 34-57, March.
    8. Christian Gillitzer & Jin Cong Wang, 2015. "Housing Wealth Effects: Cross-sectional Evidence from New Vehicle Registrations," RBA Research Discussion Papers rdp2015-08, Reserve Bank of Australia.
    9. Moradi-Motlagh, Amir & Jubb, Christine, 2020. "Examining irresponsible lending using non-radial inefficiency measures: Evidence from Australian banks," Economic Analysis and Policy, Elsevier, vol. 66(C), pages 96-108.
    10. Devine, Kenneth, 2022. "Refinancing Inertia in the Irish Mortgage Market," Research Technical Papers 5/RT/22, Central Bank of Ireland.
    11. Paul Frijters & Benno Torgler & Christian Gillitzer & Jin Cong Wang, 2016. "Housing Wealth Effects: Cross-sectional Evidence from New Vehicle Registrations," The Economic Record, The Economic Society of Australia, vol. 92, pages 30-51, June.
    12. Anna Zabai, 2017. "Household debt: recent developments and challenges," BIS Quarterly Review, Bank for International Settlements, December.

    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. 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.
    2. 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.
    3. Modestino, Alicia Sasser & Dennett, Julia, 2013. "Are American homeowners locked into their houses? The impact of housing market conditions on state-to-state migration," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 322-337.
    4. 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.
    5. Andreas Fuster & Paul S. Willen, 2017. "Payment Size, Negative Equity, and Mortgage Default," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 167-191, November.
    6. 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.
    7. Demyanyk, Yuliya, 2017. "The impact of missed payments and foreclosures on credit scores," The Quarterly Review of Economics and Finance, Elsevier, vol. 64(C), pages 108-119.
    8. McCann, Fergal, 2014. "Modelling default transitions in the UK mortgage market," Research Technical Papers 18/RT/14, Central Bank of Ireland.
    9. Anil Kumar, 2018. "Do Restrictions on Home Equity Extraction Contribute to Lower Mortgage Defaults? Evidence from a Policy Discontinuity at the Texas Border," American Economic Journal: Economic Policy, American Economic Association, vol. 10(1), pages 268-297, February.
    10. 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.
    11. Florian Oswald & Costas Meghir & Wenli Li, 2017. "Consumer Bankruptcy and Mortgage Default," 2017 Meeting Papers 1260, Society for Economic Dynamics.
    12. John Y. Campbell, 2013. "Mortgage Market Design," Review of Finance, European Finance Association, vol. 17(1), pages 1-33.
    13. Dirick, Lore & Claeskens, Gerda & Vasnev, Andrey & Baesens, Bart, 2022. "A hierarchical mixture cure model with unobserved heterogeneity for credit risk," Econometrics and Statistics, Elsevier, vol. 22(C), pages 39-55.
    14. Wenli Li & Florian Oswald, 2014. "Recourse and residential mortgages: the case of Nevada," Working Papers 15-2, Federal Reserve Bank of Philadelphia.
    15. Steven Laufer, 2018. "Equity Extraction and Mortgage Default," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 28, pages 1-33, April.
    16. 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).
    17. Khandani, Amir E. & Lo, Andrew W. & Merton, Robert C., 2013. "Systemic risk and the refinancing ratchet effect," Journal of Financial Economics, Elsevier, vol. 108(1), pages 29-45.
    18. 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.
    19. Kanis Saengchote & Krislert Samphantharak, 2020. "Delinquency Priority in Consumer Credit: Evidence from Thai Microdata," PIER Discussion Papers 135, Puey Ungphakorn Institute for Economic Research.
    20. Chen L. Miller, 2018. "Comparison of Two Affordable Housing Finance Channels," International Real Estate Review, Global Social Science Institute, vol. 21(2), pages 227-250.

    More about this item

    Keywords

    household surveys; loan-level data; mortgage default;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • R29 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Other
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

    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:rba:rbardp:rdp2014-13. 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: Paula Drew (email available below). General contact details of provider: https://edirc.repec.org/data/rbagvau.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.