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Risk heterogeneity and credit supply: evidence from the mortgage market

Author

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  • Besley, Timothy

    (Monetary Policy Committee Unit, Bank of England)

  • Meads, Neil

    (Monetary Policy Committee Unit, Bank of England)

  • Surico, Paolo

    (Monetary Policy Committee Unit, Bank of England)

Abstract

This paper uses a unique data set on more than 600,000 mortgage contracts to estimate a credit supply function which allows for risk-heterogeneity. Non-linearity is modelled using quantile regressions. We propose an instrumental variable approach in which changes in the tax treatment of housing transactions are used as an instrument for loan demand. The results are suggestive of considerable risk heterogrneity with riskier borrowers penalised more for borrowing more.

Suggested Citation

  • Besley, Timothy & Meads, Neil & Surico, Paolo, 2010. "Risk heterogeneity and credit supply: evidence from the mortgage market," Discussion Papers 29, Monetary Policy Committee Unit, Bank of England.
  • Handle: RePEc:mpc:wpaper:0029
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    References listed on IDEAS

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    1. Atif Mian & Amir Sufi, 2008. "The Consequences of Mortgage Credit Expansion: Evidence from the 2007 Mortgage Default Crisis," NBER Working Papers 13936, National Bureau of Economic Research, Inc.
    2. Alberto Abadie & Joshua Angrist & Guido Imbens, 2002. "Instrumental Variables Estimates of the Effect of Subsidized Training on the Quantiles of Trainee Earnings," Econometrica, Econometric Society, vol. 70(1), pages 91-117, January.
    3. George A. Akerlof, 2009. "How Human Psychology Drives the Economy and Why It Matters," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 91(5), pages 1175-1175.
    4. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 102(5), pages 2301-2326.
    5. Richard Blundell & Alan Duncan & Costas Meghir, 1998. "Estimating Labor Supply Responses Using Tax Reforms," Econometrica, Econometric Society, vol. 66(4), pages 827-862, July.
    6. Andrew Chesher, 2005. "Nonparametric Identification under Discrete Variation," Econometrica, Econometric Society, vol. 73(5), pages 1525-1550, September.
    7. Stock, James H & Wright, Jonathan H & Yogo, Motohiro, 2002. "A Survey of Weak Instruments and Weak Identification in Generalized Method of Moments," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(4), pages 518-529, October.
    8. Chiang, Raymond C & Chow, Ying-Foon & Liu, Ming, 2002. "Residential Mortgage Lending and Borrower Risk: The Relationship between Mortgage Spreads and Individual Characteristics," The Journal of Real Estate Finance and Economics, Springer, vol. 25(1), pages 5-32, July.
    9. Gabriel Jiménez & Atif R. Mian & José-Luis Peydró & Jesús Saurina, 2010. "Local Versus Aggregate Lending Channels: The Effects Of Securitization On Corporate Credit Supply In Spain," NBER Working Papers 16595, National Bureau of Economic Research, Inc.
    10. Dynan, Karen E. & Elmendorf, Douglas W. & Sichel, Daniel E., 2006. "Can financial innovation help to explain the reduced volatility of economic activity?," Journal of Monetary Economics, Elsevier, vol. 53(1), pages 123-150, January.
    11. Maurice Obstfeld & Kenneth S. Rogoff, 2009. "Global imbalances and the financial crisis: products of common causes," Proceedings, Federal Reserve Bank of San Francisco, issue Oct, pages 131-172.
    12. DiPasquale, Denise & Glaeser, Edward L., 1999. "Incentives and Social Capital: Are Homeowners Better Citizens?," Journal of Urban Economics, Elsevier, vol. 45(2), pages 354-384, March.
    13. Victor Chernozhukov & Christian Hansen, 2004. "The Effects of 401(K) Participation on the Wealth Distribution: An Instrumental Quantile Regression Analysis," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 735-751, August.
    14. Susan E. Woodward & Robert E. Hall, 2012. "Diagnosing Consumer Confusion and Sub-optimal Shopping Effort: Theory and Mortgage-Market Evidence," American Economic Review, American Economic Association, vol. 102(7), pages 3249-3276, December.
    15. Yongheng Deng & John M. Quigley & Robert Van Order, 2000. "Mortgage Terminations, Heterogeneity and the Exercise of Mortgage Options," Econometrica, Econometric Society, vol. 68(2), pages 275-308, March.
    16. 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.
    17. James H. Stock & Motohiro Yogo, 2002. "Testing for Weak Instruments in Linear IV Regression," NBER Technical Working Papers 0284, National Bureau of Economic Research, Inc.
    18. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    19. Tsai, Ming-Shann & Liao, Szu-Lang & Chiang, Shu-Ling, 2009. "Analyzing yield, duration and convexity of mortgage loans under prepayment and default risks," Journal of Housing Economics, Elsevier, vol. 18(2), pages 92-103, June.
    20. Victor Chernozhukov & Christian Hansen, 2005. "An IV Model of Quantile Treatment Effects," Econometrica, Econometric Society, vol. 73(1), pages 245-261, January.
    21. Angel López-Nicolás & Jaume García & Pedro J. Hernández, 2001. "How wide is the gap? An investigation of gender wage differences using quantile regression," Empirical Economics, Springer, vol. 26(1), pages 149-167.
    22. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 307-362.
    23. Gabriel Jiménez & Atif Mian & José-Luis Peydró & Jesús Saurina, 2011. "Local versus aggregate lending channels: the effects of securitization on corporate credit supply," Working Papers 1124, Banco de España.
    24. Taylor, John B., 1993. "Discretion versus policy rules in practice," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 39(1), pages 195-214, December.
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    Citations

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    Cited by:

    1. Bracke, Philippe & Hilber, Christian A.L. & Silva, Olmo, 2018. "Mortgage debt and entrepreneurship," Journal of Urban Economics, Elsevier, vol. 103(C), pages 52-66.
    2. Montebruno, Piero & Silva, Olmo & Szumilo, Nikodem, 2021. "Judge Dread: court severity, repossession risk and demand in mortgage and housing markets," LSE Research Online Documents on Economics 114435, London School of Economics and Political Science, LSE Library.
    3. Surico, Paolo & Bracke, Philippe & Croxson, Karen & Fakhri, Daoud & Valletti, Tommaso, 2020. "Mortgage Market Disruptions," CEPR Discussion Papers 15381, C.E.P.R. Discussion Papers.
    4. 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.
    5. Benetton, Matteo & Eckley, Peter & Garbarino, Nicola & Kirwin, Liam & Latsi, Georgia, 2021. "Capital requirements and mortgage pricing: Evidence from Basel II," Journal of Financial Intermediation, Elsevier, vol. 48(C).
    6. James Cloyne & Clodomiro Ferreira & Paolo Surico, 2020. "Monetary Policy when Households have Debt: New Evidence on the Transmission Mechanism," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(1), pages 102-129.
    7. Philippe Bracke & Christian Hilber & Olmo Silva, 2014. "Homeownership and Entrepreneurship: The Role of Mortgage Debt and Commitment," CESifo Working Paper Series 5048, CESifo.

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    More about this item

    Keywords

    Mortgage individual data; credit supply; risk pricing; heterogenous effects; instrumental variable;
    All these keywords.

    JEL classification:

    • D10 - Microeconomics - - Household Behavior - - - General
    • E21 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Consumption; Saving; Wealth
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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