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Leaning against housing booms fueled by credit

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  • Carlos Cañizares Martínez

    (Department of Economic and Monetary Analysis, National Bank of Slovakia, Slovakia; Rimini Centre for Economic Analysis)

Abstract

The aim of this paper is to empirically identify the state of the US housing market and to set state-dependent policy rules to smooth the housing cycle. I do so by estimating a three states Markov-switching model of housing prices in which mortgage debt is the state-dependent variable. As a result, the housing market state might be classified as being in housing booms fueled by credit, normal or implosion times. Second, I propose a state-contingent policy rule fed with the probabilities of being in each state. I apply such rule to set a housing counter-cyclical capital buffer (SCCyB) and a time-varying home mortgage interest deduction rule. Finally, I show that such rules have forecasting ability to predict the charge-off rates on real estate residential loans. The significance of this study is that it informs policymakers about the state of the housing market mechanically while it also provides a simple rule that allows the implementation of state-contingent macroprudential policy. Further, the structure of such rule is general enough to be applied to other policy tools.

Suggested Citation

  • Carlos Cañizares Martínez, 2023. "Leaning against housing booms fueled by credit," Working Paper series 23-04, Rimini Centre for Economic Analysis.
    • Handle: RePEc:rim:rimwps:23-04
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    1. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Historical Episodes Of Exuberance And Collapse In The S&P 500," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56(4), pages 1043-1078, November.
    2. Mendicino, Caterina & Nikolov, Kalin & Suarez, Javier & Supera, Dominik, 2020. "Bank capital in the short and in the long run," Journal of Monetary Economics, Elsevier, vol. 115(C), pages 64-79.
    3. Cerutti, Eugenio & Dagher, Jihad & Dell'Ariccia, Giovanni, 2017. "Housing finance and real-estate booms: A cross-country perspective," Journal of Housing Economics, Elsevier, vol. 38(C), pages 1-13.
    4. Gervais, Martin, 2002. "Housing taxation and capital accumulation," Journal of Monetary Economics, Elsevier, vol. 49(7), pages 1461-1489, October.
    5. Jushan Bai & Serena Ng, 2002. "Determining the Number of Factors in Approximate Factor Models," Econometrica, Econometric Society, vol. 70(1), pages 191-221, January.
    6. Peter C. B. Phillips & Yangru Wu & Jun Yu, 2011. "EXPLOSIVE BEHAVIOR IN THE 1990s NASDAQ: WHEN DID EXUBERANCE ESCALATE ASSET VALUES?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 52(1), pages 201-226, February.
    7. Nouriel Roubini, 2006. "Why Central Banks Should Burst Bubbles," International Finance, Wiley Blackwell, vol. 9(1), pages 87-107, May.
    8. James M. Poterba, 1991. "House Price Dynamics: The Role of Tax Policy," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(2), pages 143-204.
    9. 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.
    10. Guerrieri, Luca & Iacoviello, Matteo, 2017. "Collateral constraints and macroeconomic asymmetries," Journal of Monetary Economics, Elsevier, vol. 90(C), pages 28-49.
    11. Atif Mian & Amir Sufi, 2018. "Finance and Business Cycles: The Credit-Driven Household Demand Channel," Journal of Economic Perspectives, American Economic Association, vol. 32(3), pages 31-58, Summer.
    12. Dautović, Ernest & Gambacorta, Leonardo & Reghezza, Alessio, 2023. "Supervisory policy stimulus: evidence from the euro area dividend recommendation," Working Paper Series 2796, European Central Bank.
    13. repec:ucp:bkecon:9780226081946 is not listed on IDEAS
    14. Crowe, Christopher & Dell’Ariccia, Giovanni & Igan, Deniz & Rabanal, Pau, 2013. "How to deal with real estate booms: Lessons from country experiences," Journal of Financial Stability, Elsevier, vol. 9(3), pages 300-319.
    15. Ampudia, Miguel & Lo Duca, Marco & Farkas, Mátyás & Perez-Quiros, Gabriel & Pirovano, Mara & Rünstler, Gerhard & Tereanu, Eugen, 2021. "On the effectiveness of macroprudential policy," Working Paper Series 2559, European Central Bank.
    16. Nathalie Girouard & Mike Kennedy & Paul van den Noord & Christophe André, 2006. "Recent House Price Developments: The Role of Fundamentals," OECD Economics Department Working Papers 475, OECD Publishing.
    17. Xin Sheng & Rangan Gupta & Qiang Ji, 2022. "Forecasting charge-off rates with a panel Tobit model: the role of uncertainty," Applied Economics Letters, Taylor & Francis Journals, vol. 29(10), pages 927-931, June.
    18. 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.
    19. Atif Mian & Amir Sufi, 2011. "House Prices, Home Equity-Based Borrowing, and the US Household Leverage Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 2132-2156, August.
    20. Robin Greenwood & Samuel G. Hanson & Andrei Shleifer & Jakob Ahm Sørensen, 2022. "Predictable Financial Crises," Journal of Finance, American Finance Association, vol. 77(2), pages 863-921, April.
    21. Simon van Norden & Huntley Schaller & ), 1995. "Speculative Behaviour, Regime-Switching, and Stock Market Crashes," Econometrics 9502003, University Library of Munich, Germany.
    22. Alejandro Justiniano & Giorgio E. Primiceri & Andrea Tambalotti, 2019. "Credit Supply and the Housing Boom," Journal of Political Economy, University of Chicago Press, vol. 127(3), pages 1317-1350.
    23. 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.
    24. √Íscar Jord√Ä & Moritz Schularick & Alan M. Taylor, 2013. "When Credit Bites Back," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(s2), pages 3-28, December.
    25. Peter C. B. Phillips & Shuping Shi & Jun Yu, 2015. "Testing For Multiple Bubbles: Historical Episodes Of Exuberance And Collapse In The S&P 500," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 1043-1078, November.
    26. James R. Barth & Sunghoon Joo & Hyeongwoo Kim & Kang Bok Lee & Stevan Maglic & Xuan Shen, 2020. "Forecasting Net Charge-Off Rates of Banks: A PLS Approach," World Scientific Book Chapters, in: Cheng Few Lee & John C Lee (ed.), HANDBOOK OF FINANCIAL ECONOMETRICS, MATHEMATICS, STATISTICS, AND MACHINE LEARNING, chapter 63, pages 2265-2301, World Scientific Publishing Co. Pte. Ltd..
    27. Frank J. Fabozzi & Iason Kynigakis & Ekaterini Panopoulou & Radu S. Tunaru, 2020. "Detecting Bubbles in the US and UK Real Estate Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 60(4), pages 469-513, May.
    28. Taylor, Alan M. & Schularick, Moritz & Jordà , Òscar, 2011. "When Credit Bites Back: Leverage, Business Cycles, and Crises," CEPR Discussion Papers 8678, C.E.P.R. Discussion Papers.
    29. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    30. Cerutti, Eugenio & Claessens, Stijn & Laeven, Luc, 2017. "The use and effectiveness of macroprudential policies: New evidence," Journal of Financial Stability, Elsevier, vol. 28(C), pages 203-224.
    31. Hamilton, James D, 1989. "A New Approach to the Economic Analysis of Nonstationary Time Series and the Business Cycle," Econometrica, Econometric Society, vol. 57(2), pages 357-384, March.
    32. Daniel Greenwald & Adam Guren, 2019. "Do Credit Conditions Move House Prices?," 2019 Meeting Papers 1334, Society for Economic Dynamics.
    33. 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.
    34. Mr. Paul Louis Ceriel Hilbers & Angana Banerji & Haiyan Shi & Mr. Willy A Hoffmaister, 2008. "House Price Developments in Europe: A Comparison," IMF Working Papers 2008/211, International Monetary Fund.
    35. Mathias Drehmann & Claudio Borio & Leonardo Gambacorta & Gabriel Jiminez & Carlos Trucharte, 2010. "Countercyclical capital buffers: exploring options," BIS Working Papers 317, Bank for International Settlements.
    36. van Norden, Simon & Schaller, Huntley, 1993. "The Predictability of Stock Market Regime: Evidence from the Toronto Stock Exchange," The Review of Economics and Statistics, MIT Press, vol. 75(3), pages 505-510, August.
    37. Kim, Hyeongwoo & Son, Jisoo, 2024. "What charge-off rates are predictable by macroeconomic latent factors?," Journal of Financial Stability, Elsevier, vol. 74(C).
    38. Tirole, Jean, 1985. "Asset Bubbles and Overlapping Generations," Econometrica, Econometric Society, vol. 53(6), pages 1499-1528, November.
    39. repec:ecb:ecbdps:202114 is not listed on IDEAS
    40. Babić, Domagoj & Fahr, Stephan, 2019. "Shelter from the storm: recent countercyclical capital buffer (CCyB) decisions," Macroprudential Bulletin, European Central Bank, vol. 7.
    41. John Muellbauer, 2012. "When is a Housing Market Overheated Enough to Threaten Stability?," RBA Annual Conference Volume (Discontinued), in: Alexandra Heath & Frank Packer & Callan Windsor (ed.),Property Markets and Financial Stability, Reserve Bank of Australia.
    42. Efthymios Pavlidis & Alisa Yusupova & Ivan Paya & David Peel & Enrique Martínez-García & Adrienne Mack & Valerie Grossman, 2016. "Episodes of Exuberance in Housing Markets: In Search of the Smoking Gun," The Journal of Real Estate Finance and Economics, Springer, vol. 53(4), pages 419-449, November.
    43. Markus Karlman & Karin Kinnerud & Kasper Kragh-Sorensen, 2021. "Costly reversals of bad policies: the case of the mortgage interest deduction," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 40, pages 85-107, April.
    44. Jeremy C. Stein, 2021. "Can Policy Tame the Credit Cycle?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 69(1), pages 5-22, March.
    45. Claudio Borio & Marc Farag & Fabrizio Zampolli, 2023. "Tackling the fiscal policy-financial stability nexus," BIS Working Papers 1090, Bank for International Settlements.
    46. Nneji, Ogonna & Brooks, Chris & Ward, Charles W.R., 2013. "House price dynamics and their reaction to macroeconomic changes," Economic Modelling, Elsevier, vol. 32(C), pages 172-178.
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    More about this item

    Keywords

    Housing prices; non-linear modeling; Markov switching model; housing demand; household debt; macroprudential policy;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • G51 - Financial Economics - - Household Finance - - - Household Savings, Borrowing, Debt, and Wealth
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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