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An agent-based model for the assessment of LTV caps

Author

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  • Laliotis, Dimitrios
  • Buesa, Alejandro
  • Leber, Miha
  • Población García, Francisco Javier

Abstract

We assess the effects of regulatory caps in the loan-to-value (LTV) ratio using agent-based models (ABMs). Our approach builds upon a straightforward ABM where we model the interactions of sellers, buyers and banks within a computational framework that enables the application of LTV caps. The results are first presented using simulated data and then we calibrate the probability distributions based on actual European data from the HFCS survey. The results suggest that this approach can be viewed as a useful alternative to the existing analytical frameworks for assessing the impact of macroprudential measures, mainly due to the very few assumptions the method relies upon and the ability to easily incorporate additional and more complex features related to the behavioral response of borrowers to such measures. JEL Classification: D14, D31, E50, R21

Suggested Citation

  • Laliotis, Dimitrios & Buesa, Alejandro & Leber, Miha & Población García, Francisco Javier, 2019. "An agent-based model for the assessment of LTV caps," Working Paper Series 2294, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:20192294
    Note: 2120245
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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. Ramdane Djoudad, 2011. "A framework to assess vulnerabilities arising from household indebtedness using microdata," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Proceedings of the IFC Conference on "Initiatives to address data gaps revealed by the financial crisis", Basel, 25-26 August 2010, volume 34, pages 151-168, Bank for International Settlements.
    3. Gerlach, Stefan & Peng, Wensheng, 2005. "Bank lending and property prices in Hong Kong," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 461-481, February.
    4. repec:zbw:bofrdp:2007_005 is not listed on IDEAS
    5. David Colander & Peter Howitt & Alan Kirman & Axel Leijonhufvud & Perry Mehrling, 2018. "Beyond DSGE Models: Toward an Empirically Based Macroeconomics," Chapters, in: How Economics Should Be Done, chapter 14, pages 212-216, Edward Elgar Publishing.
    6. John Geanakoplos & Robert Axtell & J. Doyne Farmer & Peter Howitt & Benjamin Conlee & Jonathan Goldstein & Matthew Hendrey & Nathan M. Palmer & Chun-Yi Yang, 2012. "Getting at Systemic Risk via an Agent-Based Model of the Housing Market," American Economic Review, American Economic Association, vol. 102(3), pages 53-58, May.
    7. Lambertini, Luisa & Mendicino, Caterina & Teresa Punzi, Maria, 2013. "Leaning against boom–bust cycles in credit and housing prices," Journal of Economic Dynamics and Control, Elsevier, vol. 37(8), pages 1500-1522.
    8. Michael Funke & Michael Paetz, 2012. "A DSGE-based assessment of nonlinear loan-to-Value policies: Evidence from Hong Kong," Quantitative Macroeconomics Working Papers 21204, Hamburg University, Department of Economics.
    9. Kenneth Kuttner & Ilhyock Shim, 2012. "Taming the Real Estate Beast: The Effects of Monetary and Macroprudential Policies on Housing Prices and Credit," RBA Annual Conference Volume (Discontinued), in: Alexandra Heath & Frank Packer & Callan Windsor (ed.),Property Markets and Financial Stability, Reserve Bank of Australia.
    10. Sugawara, Naotaka & Zalduendo, Juan, 2011. "Stress-testing croatian households with debt -- implications for financial stability," Policy Research Working Paper Series 5906, The World Bank.
    11. Hallissey, Niamh & Kelly, Robert & O'Malley, Terry, 2014. "Macro-prudential Tools and Credit Risk of Property Lending at Irish banks," Economic Letters 10/EL/14, Central Bank of Ireland.
    12. Nicolas Albacete & Judith Eidenberger & Gerald Krenn & Peter Lindner & Michael Sigmund, 2014. "Risk-Bearing Capacity of Households – Linking Micro-Level Data to the Macroprudential Toolkit," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 27, pages 95-110.
    13. Reinhart, Carmen M. & Rogoff, Kenneth S., 2013. "Banking crises: An equal opportunity menace," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4557-4573.
    14. International Monetary Fund, 2011. "Macroprudential Policy: What Instruments and How to Use them? Lessons From Country Experiences," IMF Working Papers 2011/238, International Monetary Fund.
    15. Mr. Malhar S Nabar & Mr. Ashvin Ahuja, 2011. "Safeguarding Banks and Containing Property Booms: Cross-Country Evidenceon Macroprudential Policies and Lessons From Hong Kong SAR," IMF Working Papers 2011/284, International Monetary Fund.
    16. 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.
    17. repec:zbw:bofitp:2012_011 is not listed on IDEAS
    18. Cussen, Mary & O'Brien, Martin & Onorante, Luca & O'Reilly, Gerard, 2015. "Assessing the impact of macroprudential measures," Economic Letters 03/EL/15, Central Bank of Ireland.
    19. Chris Bloor & Chris McDonald, 2013. "Estimating the impacts of restrictions on high LVR lending," Reserve Bank of New Zealand Analytical Notes series AN2013/05, Reserve Bank of New Zealand.
    20. 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.
    21. Gael Price, 2014. "How has the LVR restriction affected the housing market: a counterfactual analysis," Reserve Bank of New Zealand Analytical Notes series AN2014/03, Reserve Bank of New Zealand.
    22. Leigh Tesfatsion & Kenneth L. Judd (ed.), 2006. "Handbook of Computational Economics," Handbook of Computational Economics, Elsevier, edition 1, volume 2, number 2.
    23. Ampudia, Miguel & van Vlokhoven, Has & Żochowski, Dawid, 2016. "Financial fragility of euro area households," Journal of Financial Stability, Elsevier, vol. 27(C), pages 250-262.
    24. Baptista, Rafa & Farmer, J. Doyne & Hinterschweiger, Marc & Low, Katie & Tang, Daniel & Uluc, Arzu, 2016. "Macroprudential policy in an agent-based model of the UK housing market," Bank of England working papers 619, Bank of England.
    25. Heitor Almeida & Murillo Campello & Crocker Liu, 2006. "The Financial Accelerator: Evidence from International Housing Markets," Review of Finance, European Finance Association, vol. 10(3), pages 321-352, September.
    26. Nicolas Albacete & Peter Lindner, 2013. "Household Vulnerability in Austria – A Microeconomic Analysis Based on the Household Finance and Consumption Survey," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 25, pages 57-73.
    27. 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.
    28. Blake LeBaron & Leigh Tesfatsion, 2008. "Modeling Macroeconomies as Open-Ended Dynamic Systems of Interacting Agents," American Economic Review, American Economic Association, vol. 98(2), pages 246-250, May.
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    Citations

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    Cited by:

    1. Adrian Carro & Marc Hinterschweiger & Arzu Uluc & J Doyne Farmer, 2023. "Heterogeneous effects and spillovers of macroprudential policy in an agent-based model of the UK housing market," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 32(2), pages 386-432.
    2. Marco Bardoscia & Adrian Carro & Marc Hinterschweiger & Mauro Napoletano & Lilit Popoyan & Andrea Roventini & Arzu Uluc, 2024. "The impact of prudential regulations on the UK housing market and economy: Insights from an agent-based model," Working Papers 118, Queen Mary, University of London, School of Business and Management, Centre for Globalisation Research.
    3. Bauermann, Tom & Roos, Michael W. M. & Schaff, Frederik, 2020. "POSA: Policy implementation sensitivity analysis," Ruhr Economic Papers 854, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    4. Mérő, Bence & Borsos, András & Hosszú, Zsuzsanna & Oláh, Zsolt & Vágó, Nikolett, 2023. "A high-resolution, data-driven agent-based model of the housing market," Journal of Economic Dynamics and Control, Elsevier, vol. 155(C).
    5. Adrian Carro, 2022. "Could Spain be less different? Exploring the effects of macroprudential policy on the house price cycle," Working Papers 2230, Banco de España.
    6. Tarne, Ruben & Bezemer, Dirk & Theobald, Thomas, 2022. "The effect of borrower-specific loan-to-value policies on household debt, wealth inequality and consumption volatility: An agent-based analysis," Journal of Economic Dynamics and Control, Elsevier, vol. 144(C).
    7. Carro, Adrian, 2023. "Taming the housing roller coaster: The impact of macroprudential policy on the house price cycle," Journal of Economic Dynamics and Control, Elsevier, vol. 156(C).
    8. Deepeka Garg & Benjamin Patrick Evans & Leo Ardon & Annapoorani Lakshmi Narayanan & Jared Vann & Udari Madhushani & Makada Henry-Nickie & Sumitra Ganesh, 2024. "A Heterogeneous Agent Model of Mortgage Servicing: An Income-based Relief Analysis," Papers 2402.17932, arXiv.org, revised Feb 2024.

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    More about this item

    Keywords

    borrower-based measures; HFCS survey; house prices; macroprudential policy;
    All these keywords.

    JEL classification:

    • D14 - Microeconomics - - Household Behavior - - - Household Saving; Personal Finance
    • D31 - Microeconomics - - Distribution - - - Personal Income and Wealth Distribution
    • E50 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - General
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand

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