IDEAS home Printed from https://ideas.repec.org/p/imf/imfwpa/2019-182.html
   My bibliography  Save this paper

Debt Service and Default: Calibrating Macroprudential Policy Using Micro Data

Author

Listed:
  • Erlend Nier
  • Radu Popa
  • Maral Shamloo
  • Liviu Voinea

Abstract

We provide empirical evidence to support the calibration of a limit on household indebtedness levels, in the form of a cap on the debt-service-to-income (DSTI) ratio, in order to reduce the probability of borrower defaults in Romania. The analysis establishes two findings that are new to the literature. First, we show that the relationship between DSTI and probability of default is non-linear, with probability of default responding to increases in DSTI only after a certain threshold. Second, we establish that consumer loan defaults occur at lower levels of DSTI compared to mortgages. Our results support the recent regulation adopted by the National Bank of Romania, limiting the household DSTI at origination to 40 percent for new mortgages and consumer loans. Our counterfactual analysis indicates that had the limit been in place for all the loans in our sample, the probability of default (PD) would have been lower by 23 percent.

Suggested Citation

  • Erlend Nier & Radu Popa & Maral Shamloo & Liviu Voinea, 2019. "Debt Service and Default: Calibrating Macroprudential Policy Using Micro Data," IMF Working Papers 2019/182, International Monetary Fund.
    • Handle: RePEc:imf:imfwpa:2019/182
    as

    Download full text from publisher

    File URL: http://www.imf.org/external/pubs/cat/longres.aspx?sk=48533
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Mircea Epure & Irina Mihai & Camelia Minoiu & José-Luis Peydró, 2017. "Global financial cycle, household credit, and macroprudential policies," Economics Working Papers 1590, Department of Economics and Business, Universitat Pompeu Fabra, revised Mar 2023.
    2. Kuttner, Kenneth N. & Shim, Ilhyock, 2016. "Can non-interest rate policies stabilize housing markets? Evidence from a panel of 57 economies," Journal of Financial Stability, Elsevier, vol. 26(C), pages 31-44.
    3. Claessens, Stijn & Ghosh, Swati R. & Mihet, Roxana, 2013. "Macro-prudential policies to mitigate financial system vulnerabilities," Journal of International Money and Finance, Elsevier, vol. 39(C), pages 153-185.
    4. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-1061, April.
    5. Voinea, L. & Lovin, H. & Cojocaru, A., 2018. "The impact of inequality on the transmission of monetary policy," Journal of International Money and Finance, Elsevier, vol. 85(C), pages 236-250.
    6. 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.
    7. Giovanni D’Alessio & Stefano Iezzi, 2013. "Household over-indebtedness - Definition and measurement with Italian data," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Proceedings of the Sixth IFC Conference on "Statistical issues and activities in a changing environment", Basel, 28-29 August 2012., volume 36, pages 496-517, Bank for International Settlements.
    8. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2017. "Macroprudential policy, countercyclical bank capital buffers and credit supply: evidence from the spanish dynamic provisioning experiments," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 125(6), pages 2126-2177.
    9. Òscar Jordà & Moritz Schularick & Alan M. Taylor, 2016. "The great mortgaging: housing finance, crises and business cycles," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 31(85), pages 107-152.
    10. 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.
    11. Tamás Balás & Ádám Banai & Zsuzsanna Hosszú, 2015. "Modelling probability of default and optimal PTI level by using a household survey," Acta Oeconomica, Akadémiai Kiadó, Hungary, vol. 65(2), pages 183-209, June.
    12. Neagu, Florian & Tatarici, Luminita & Mihai, Irina, 2015. "Implementing Loan-to-Value and Debt Service-To-Income measures: A decade of Romanian experience," MPRA Paper 65988, University Library of Munich, Germany.
    13. Ms. Deniz O Igan & Mr. Heedon Kang, 2011. "Do Loan-To-Value and Debt-To-Income Limits Work? Evidence From Korea," IMF Working Papers 2011/297, International Monetary Fund.
    14. Epure, Mircea & Mihai, Irina & Minoiu, Camelia & Peydró, José-Luis, 2018. "Household Credit, Global Financial Cycle, and Macroprudential Policies: Credit Register Evidence from an Emerging Country," EconStor Preprints 216800, ZBW - Leibniz Information Centre for Economics.
    15. Angela Maddaloni & Jose-Luis Peydro, 2011. "Bank Risk-taking, Securitization, Supervision, and Low Interest Rates: Evidence from the Euro-area and the U.S. Lending Standards," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 2121-2165.
    16. King, Gary & Zeng, Langche, 2001. "Logistic Regression in Rare Events Data," Political Analysis, Cambridge University Press, vol. 9(2), pages 137-163, January.
    17. Gross, Marco & Población, Javier, 2017. "Assessing the efficacy of borrower-based macroprudential policy using an integrated micro-macro model for European households," Economic Modelling, Elsevier, vol. 61(C), pages 510-528.
    18. Merike Kukk, 2016. "What are the triggers for arrears on debt? Evidence from quarterly panel data," Bank of Estonia Working Papers wp2016-9, Bank of Estonia, revised 25 Nov 2016.
    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. O'Toole, Conor & Slaymaker, Rachel, 2020. "Review of the Rebuilding Ireland Home Loan scheme," Research Series, Economic and Social Research Institute (ESRI), number RS104, June.
    2. Claudia Gabriela Baicu & Iulia Monica Oehler-Șincai & Olimpia State, 2020. "Banks’ Perspective Regarding Reputational Risk in Romania," Global Economic Observer, "Nicolae Titulescu" University of Bucharest, Faculty of Economic Sciences;Institute for World Economy of the Romanian Academy, vol. 8(1), pages 57-62, May.
    3. Alin Marius Andries & Anca Copaciu & Radu Popa & Razvan Vlahu, 2021. "Recourse and (strategic) mortgage defaults: Evidence from changes in housing market laws," Working Papers 727, DNB.
    4. Giannoulakis, Stelios & Forletta, Marco & Gross, Marco & Tereanu, Eugen, 2023. "The effectiveness of borrower-based macroprudential policies: a cross-country analysis using an integrated micro-macro simulation model," Working Paper Series 2795, European Central Bank.

    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. Ms. Juliana Dutra Araujo & Manasa Patnam & Ms. Adina Popescu & Mr. Fabian Valencia & Weijia Yao, 2020. "Effects of Macroprudential Policy: Evidence from Over 6,000 Estimates," IMF Working Papers 2020/067, International Monetary Fund.
    2. Viral V. Acharya & Katharina Bergant & Matteo Crosignani & Tim Eisert & Fergal Mccann, 2022. "The Anatomy of the Transmission of Macroprudential Policies," Journal of Finance, American Finance Association, vol. 77(5), pages 2533-2575, October.
    3. Nitzan Tzur-Ilan, 2019. "Macroprudential Policy: Implementation, Effects, And Lessons," Israel Economic Review, Bank of Israel, vol. 17(1), pages 39-71.
    4. Kumar, Sanjiv & Prabheesh, K.P. & Bashar, Omar, 2022. "Examining the effectiveness of macroprudential policy in India," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 91-113.
    5. Gabriele Galati & Richhild Moessner, 2018. "What Do We Know About the Effects of Macroprudential Policy?," Economica, London School of Economics and Political Science, vol. 85(340), pages 735-770, October.
    6. Fendoğlu, Salih, 2017. "Credit cycles and capital flows: Effectiveness of the macroprudential policy framework in emerging market economies," Journal of Banking & Finance, Elsevier, vol. 79(C), pages 110-128.
    7. Ozlem Akin & José Montalvo & Jaume García Villar & José-Luis Peydró & Josep Raya, 2014. "The real estate and credit bubble: evidence from Spain," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 5(2), pages 223-243, August.
    8. Kaelo Mpho Ntwaepelo, 2021. "The Effects of Macroprudential and Monetary Policy Shocks in BRICS economies," Economics Discussion Papers em-dp2021-20, Department of Economics, University of Reading.
    9. John V. Duca & Lilit Popoyan & Susan M. Wachter, 2019. "Real Estate And The Great Crisis: Lessons For Macroprudential Policy," Contemporary Economic Policy, Western Economic Association International, vol. 37(1), pages 121-137, January.
    10. Olszak, Małgorzata & Roszkowska, Sylwia & Kowalska, Iwona, 2018. "Macroprudential policy instruments and procyclicality of loan-loss provisions – Cross-country evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 54(C), pages 228-257.
    11. Fatma Pinar Erdem Kucukbicakci & Etkin Ozen & Ibrahim Unalmis, 2020. "Are Macroprudential Policies Effective Tools to Reduce Credit Growth in Emerging Markets?," World Journal of Applied Economics, WERI-World Economic Research Institute, vol. 6(1), pages 73-89, June.
    12. Lilit Popoyan, 2020. "Macroprudential Policy: a Blessing or a Curse?," Review of Economics and Institutions, Università di Perugia, vol. 11(1-2).
    13. Aida Caldera Sánchez & Morten Rasmussen & Oliver Röhn, 2016. "Economic Resilience: What Role for Policies?," Journal of International Commerce, Economics and Policy (JICEP), World Scientific Publishing Co. Pte. Ltd., vol. 7(02), pages 1-44, June.
    14. Marcin Czaplicki, 2022. "Measuring the restrictiveness of (macro)prudential policy: the case of bank capital regulation in Poland," Journal of Banking Regulation, Palgrave Macmillan, vol. 23(3), pages 322-338, September.
    15. Carpantier, Jean-Francois & Olivera, Javier & Van Kerm, Philippe, 2018. "Macroprudential policy and household wealth inequality," Journal of International Money and Finance, Elsevier, vol. 85(C), pages 262-277.
    16. Simona Malovana & Martin Hodula & Zuzana Gric & Josef Bajzik, 2022. "Borrower-Based Macroprudential Measures and Credit Growth: How Biased is the Existing Literature?," Working Papers 2022/8, Czech National Bank.
    17. Richter, Björn & Schularick, Moritz & Shim, Ilhyock, 2019. "The costs of macroprudential policy," Journal of International Economics, Elsevier, vol. 118(C), pages 263-282.
    18. Sandri, Damiano & Bergant, Katharina & Grigoli, Francesco & Hansen, Niels-Jakob, 2020. "Dampening Global Financial Shocks: Can Macroprudential Regulation Help (More than Capital Controls)?," CEPR Discussion Papers 14948, C.E.P.R. Discussion Papers.
    19. Péter Fáykiss & Alexandr Palicz & János Szakács & Márton Zsigó, 2018. "Experiences of Debt Cap Regulations in Hungarian Retail Lending," Financial and Economic Review, Magyar Nemzeti Bank (Central Bank of Hungary), vol. 17(1), pages 34-61.
    20. Kelly, Robert & McCann, Fergal & O’Toole, Conor, 2018. "Credit conditions, macroprudential policy and house prices," Journal of Housing Economics, Elsevier, vol. 41(C), pages 153-167.

    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:imf:imfwpa:2019/182. 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: Akshay Modi (email available below). General contact details of provider: https://edirc.repec.org/data/imfffus.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.