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Heterogeneous Impacts of Macroprudential Policies: Financial Advisors, Regulatory Caps, and Mortgage Risk (Martin Cesnak, Andrej Cupak, Pirmin Fessler, Ján Klacso)

Author

Listed:
  • Martin Cesnak

    (National Bank of Slovakia)

  • Andrej Cupak

    (LIS Cross-National Data Center)

  • Pirmin Fessler

    (Oesterreichische Nationalbank, Economic Analysis Division)

  • Ján Klacso

    (National Bank of Slovakia)

Abstract

This paper examines the impact of borrower-based macroprudential policy tightening on mortgage lending in Slovakia, focusing in particular on the role of financial advisors in shaping loan characteristics. Using a comprehensive loan-level dataset from Slovak banks, we analyze the effects of key regulatory tools — Loan-to-Value (LTV), Debt-to-Income (DTI), and Debt Serviceto- Income (DSTI) limits — on mortgage risk profiles. Our contributions include: (1) showing that restrictive borrower-based measures (BBMs) reduce the riskiest loans but push lower-risk segments toward regulatory thresholds, thus increasing portfolio risk; (2) demonstrating that advisor-mediated loans tend to have higher amounts, LTVs, DTIs, and longer maturities, raising their riskiness; and (3) finding that strict enough DSTI limits not only reduce DSTI but may also indirectly effect other loan characteristics, such as DTI, LTV ratios, and loan volumes, suggesting broader policy impacts. Additionally, we identify significant front-loading behavior following policy tightening announcements, particularly for advisor-mediated loans. These findings highlight the importance of detailed micro-level data in capturing policy effects and informing more effective macroprudential regulation.

Suggested Citation

  • Martin Cesnak & Andrej Cupak & Pirmin Fessler & Ján Klacso, 2025. "Heterogeneous Impacts of Macroprudential Policies: Financial Advisors, Regulatory Caps, and Mortgage Risk (Martin Cesnak, Andrej Cupak, Pirmin Fessler, Ján Klacso)," Working Papers 263, Oesterreichische Nationalbank (Austrian Central Bank).
  • Handle: RePEc:onb:oenbwp:263
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    References listed on IDEAS

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    1. Akinci, Ozge & Olmstead-Rumsey, Jane, 2018. "How effective are macroprudential policies? An empirical investigation," Journal of Financial Intermediation, Elsevier, vol. 33(C), pages 33-57.
    2. Michael LaCour-Little, 2009. "The Pricing of Mortgages by Brokers: An Agency Problem?," Journal of Real Estate Research, American Real Estate Society, vol. 31(2), pages 235-264.
    3. Michael LaCour-Little & Gregory H. Chun, 1999. "Third Party Originators and Mortgage Prepayment Risk: An Agency Problem?," Journal of Real Estate Research, American Real Estate Society, vol. 17(1), pages 55-70.
    4. William Gatt, 2024. "Loan‐to‐value limits as a macroprudential policy tool: Developments in theory and practice," Journal of Economic Surveys, Wiley Blackwell, vol. 38(1), pages 232-267, February.
    5. Lusardi, Annamaria & Tufano, Peter, 2015. "Debt literacy, financial experiences, and overindebtedness," Journal of Pension Economics and Finance, Cambridge University Press, vol. 14(4), pages 332-368, October.
    6. James J. Choi, 2022. "Popular Personal Financial Advice versus the Professors," Journal of Economic Perspectives, American Economic Association, vol. 36(4), pages 167-192, Fall.
    7. Stephen Foerster & Juhani T. Linnainmaa & Brian T. Melzer & Alessandro Previtero, 2017. "Retail Financial Advice: Does One Size Fit All?," Journal of Finance, American Finance Association, vol. 72(4), pages 1441-1482, August.
    8. Francisco Gomes & Michael Haliassos & Tarun Ramadorai, 2021. "Household Finance," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 919-1000, September.
    9. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    10. Riccardo Calcagno & Chiara Monticone, 2015. "Financial Literacy and the Demand for Financial Advice," Post-Print hal-02313173, HAL.
    11. Johanna Catherine Maclean & Douglas A. Webber & Joachim Marti, 2014. "An Application of Unconditional Quantile Regression to Cigarette Taxes," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 33(1), pages 188-210, January.
    12. Calcagno, Riccardo & Monticone, Chiara, 2015. "Financial literacy and the demand for financial advice," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 363-380.
    13. 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.
    14. Lin, Chaonan & Hsiao, Yu-Jen & Yeh, Cheng-Yung, 2017. "Financial literacy, financial advisors, and information sources on demand for life insurance," Pacific-Basin Finance Journal, Elsevier, vol. 43(C), pages 218-237.
    15. Michael LaCour-Little & Gregory Chun, 1999. "Third Party Originators and Mortgage Prepayment Risk: An Agency Problem?," Journal of Real Estate Research, Taylor & Francis Journals, vol. 17(1), pages 55-70, January.
    16. Pavol Jurca & Ján Klacso & Eugen Tereanu & Marco Forletta & Mr. Marco Gross, 2020. "The Effectiveness of Borrower-Based Macroprudential Measures: A Quantitative Analysis for Slovakia," IMF Working Papers 2020/134, International Monetary Fund.
    17. Dimitris Georgarakos & Michael Haliassos & Giacomo Pasini, 2014. "Household Debt and Social Interactions," The Review of Financial Studies, Society for Financial Studies, vol. 27(5), pages 1404-1433.
    18. William P. Alexander & Scott D. Grimshaw & Grant R. McQueen & Barrett A. Slade, 2002. "Some Loans Are More Equal than Others: Third–Party Originations and Defaults in the Subprime Mortgage Industry," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(4), pages 667-697.
    19. Claes Bäckman & Patrick Moran & Peter van Santen, 2024. "Mortgage Design, Repayment Schedules, and Household Borrowing," Finance and Economics Discussion Series 2024-077, Board of Governors of the Federal Reserve System (U.S.).
    20. Michael LaCour-Little, 2009. "The Pricing of Mortgages by Brokers: An Agency Problem?," Journal of Real Estate Research, Taylor & Francis Journals, vol. 31(2), pages 235-264, January.
    21. van Bekkum, Sjoerd & Gabarro, Marc & Irani, Rustom M. & Peydró, José-Luis, 2024. "The real effects of borrower-based macroprudential policy: Evidence from administrative household-level data," Journal of Monetary Economics, Elsevier, vol. 147(S).
    22. Cupák, Andrej & Fessler, Pirmin & Hsu, Joanne W. & Paradowski, Piotr R., 2022. "Investor confidence and high financial literacy jointly shape investments in risky assets," Economic Modelling, Elsevier, vol. 116(C).
    23. Keenan, Enda & Kinghan, Christina & McCarthy, Yvonne & O'Toole, Conor, 2016. "Macroprudential Measures and Irish Mortgage Lending: A Review of Recent Data," Economic Letters 03/EL/16, Central Bank of Ireland.
    24. Gaston Giordana & Michael Ziegelmeyer, 2024. "Using household-level data to guide borrower-based macro-prudential policy," Empirical Economics, Springer, vol. 66(2), pages 785-827, February.
    25. 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.
    26. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
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    Keywords

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    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • D18 - Microeconomics - - Household Behavior - - - Consumer Protection
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis

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