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Mortgage Choice as a Natural Field Experiment on Choice Under Risk

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  • Philomena M. Bacon

    (University of East Anglia)

  • Peter Moffatt

    () (School of Economics, University of East Anglia)

Abstract

Microdata from the UK Survey of Mortgage Lenders is used to model borrowers' choices between variable and fixed rate mortgages. The data is treated as a large-scale "natural experiment" on risky choice, with the choice of a fixed rate corresponding to the "safe choice" in a more conventional experimental setting. The choice is assumed to depend partly on risk attitude, and partly on expectations of future movements in interest rates. Approximately 280,000 choices, made by borrowers between 1992 and 2001, appear in the sample. The ordered probit model is used for estimation, while taking account of a number of econometric issues including missing counterfactuals, selectivity, and endogeneity. Explanatory variables are divided into three groups: mortgage price variables; interest rate expectations; and borrower characteristics. A large number of strong effects are found, including: fixing is more likely when agents expect interest rates to increase; the presence of female borrowers increases the propensity to fix; older borrowers are less likely to fix; high-income borrowers are less likely to fix, particularly so if income is "self-certified"; those with higher loan-to-value ratios are less likely to fix. These findings amount to new insights in the modelling of choice under risk.Series: University of East Anglia Applied and Financial Economics Working Paper Series

Suggested Citation

  • Philomena M. Bacon & Peter Moffatt, 2010. "Mortgage Choice as a Natural Field Experiment on Choice Under Risk," University of East Anglia Applied and Financial Economics Working Paper Series 020, School of Economics, University of East Anglia, Norwich, UK..
  • Handle: RePEc:uea:aepppr:2010_20
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    References listed on IDEAS

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    1. Loomes, Graham & Sugden, Robert, 1998. "Testing Different Stochastic Specifications of Risky Choice," Economica, London School of Economics and Political Science, vol. 65(260), pages 581-598, November.
    2. Dhillon, Upinder S & Shilling, James D & Sirmans, C F, 1987. "Choosing between Fixed and Adjustable Rate Mortgages: A Note," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 19(2), pages 260-267, May.
    3. Sargent, Thomas J, 1972. "Rational Expectations and the Term Structure of Interest Rates," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 4(1), pages 74-97, Part I Fe.
    4. John Y. Campbell & João F. Cocco, 2003. "Household Risk Management and Optimal Mortgage Choice," The Quarterly Journal of Economics, Oxford University Press, vol. 118(4), pages 1449-1494.
    5. Hans P. Binswanger, 1980. "Attitudes Toward Risk: Experimental Measurement in Rural India," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 62(3), pages 395-407.
    6. Richard A. Phillips & James H. VanderHoff, 1994. "Alternative Mortgage Instruments, Qualification Constraints and the Demand for Housing: An Empirical Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 22(3), pages 453-477, September.
    7. Thierry Post & Martijn J. van den Assem & Guido Baltussen & Richard H. Thaler, 2008. "Deal or No Deal? Decision Making under Risk in a Large-Payoff Game Show," American Economic Review, American Economic Association, vol. 98(1), pages 38-71, March.
    8. John D. Hey & Chris Orme, 2018. "Investigating Generalizations Of Expected Utility Theory Using Experimental Data," World Scientific Book Chapters, in: Experiments in Economics Decision Making and Markets, chapter 3, pages 63-98, World Scientific Publishing Co. Pte. Ltd..
    9. Meen, Geoffrey, 2002. "The Time-Series Behavior of House Prices: A Transatlantic Divide?," Journal of Housing Economics, Elsevier, vol. 11(1), pages 1-23, March.
    10. Glenn W. Harrison & Morten I. Lau & E. Elisabet Rutström, 2007. "Estimating Risk Attitudes in Denmark: A Field Experiment," Scandinavian Journal of Economics, Wiley Blackwell, vol. 109(2), pages 341-368, June.
    11. Charles F. Manski, 2004. "Measuring Expectations," Econometrica, Econometric Society, vol. 72(5), pages 1329-1376, September.
    12. Margarita Rubio, 2011. "Fixed- and Variable-Rate Mortgages, Business Cycles, and Monetary Policy," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(4), pages 657-688, June.
    13. Glenn W. Harrison & Morten I. Lau & Melonie B. Williams, 2002. "Estimating Individual Discount Rates in Denmark: A Field Experiment," American Economic Review, American Economic Association, vol. 92(5), pages 1606-1617, December.
    14. Matthew Rabin, 2000. "Risk Aversion and Expected-Utility Theory: A Calibration Theorem," Econometrica, Econometric Society, vol. 68(5), pages 1281-1292, September.
    15. Brahima Coulibaly & Geng Li, 2009. "Choice of Mortgage Contracts: Evidence from the Survey of Consumer Finances," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(4), pages 659-673, December.
    16. Charles A. Holt & Susan K. Laury, 2002. "Risk Aversion and Incentive Effects," American Economic Review, American Economic Association, vol. 92(5), pages 1644-1655, December.
    17. GlennW. Harrison & StevenJ. Humphrey & Arjan Verschoor, 2010. "Choice under Uncertainty: Evidence from Ethiopia, India and Uganda," Economic Journal, Royal Economic Society, vol. 120(543), pages 80-104, March.
    18. David Leece, 2000. "Choice of mortgage instrument, liquidity constraints and the demand for housing debt in the UK," Applied Economics, Taylor & Francis Journals, vol. 32(9), pages 1121-1132.
    19. Masclet, David & Colombier, Nathalie & Denant-Boemont, Laurent & Lohéac, Youenn, 2009. "Group and individual risk preferences: A lottery-choice experiment with self-employed and salaried workers," Journal of Economic Behavior & Organization, Elsevier, vol. 70(3), pages 470-484, June.
    20. David Masclet & Youenn Loheac & Laurent Denant-Boemont & Nathalie Colombier, 2004. "Group and individual risk preferences: a lottery-choice experiment," Cahiers de la Maison des Sciences Economiques bla06063, Université Panthéon-Sorbonne (Paris 1), revised Sep 2006.
    21. Dwyer, Peggy D. & Gilkeson, James H. & List, John A., 2002. "Gender differences in revealed risk taking: evidence from mutual fund investors," Economics Letters, Elsevier, vol. 76(2), pages 151-158, July.
    22. Brueckner, Jan K. & Follain, James R., 1989. "ARMs and the demand for housing," Regional Science and Urban Economics, Elsevier, vol. 19(2), pages 163-187, May.
    23. Ian Bateman & Alistair Munro, 2005. "An Experiment on Risky Choice Amongst Households," Economic Journal, Royal Economic Society, vol. 115(502), pages 176-189, March.
    24. Kahneman, Daniel & Tversky, Amos, 1979. "Prospect Theory: An Analysis of Decision under Risk," Econometrica, Econometric Society, vol. 47(2), pages 263-291, March.
    25. Jerry A. Hausman, 1979. "Individual Discount Rates and the Purchase and Utilization of Energy-Using Durables," Bell Journal of Economics, The RAND Corporation, vol. 10(1), pages 33-54, Spring.
    26. Anna Conte & Peter G. Moffatt & Fabrizio Botti & Daniela T. Di Cagno & Carlo D’Ippoliti, 2012. "A test of the rational expectations hypothesis using data from a natural experiment," Applied Economics, Taylor & Francis Journals, vol. 44(35), pages 4661-4678, December.
    27. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    28. Alm, James & Follain, James R., 1984. "Alternative Mortgage Instruments, the Tilt Problem, and Consumer Welfare," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 19(1), pages 113-126, March.
    29. Brueckner, Jan K & Follain, James R, 1988. "The Rise and Fall of the ARM: An Econometric Analysis of Mortgage Choice," The Review of Economics and Statistics, MIT Press, vol. 70(1), pages 93-102, February.
    30. Holt, Charles A, 1986. "Preference Reversals and the Independence Axiom," American Economic Review, American Economic Association, vol. 76(3), pages 508-515, June.
    31. Sa-Aadu, J & Sirmans, C F, 1995. "Differentiated Contracts, Heterogeneous Borrowers, and the Mortgage Choice Decision," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 27(2), pages 498-510, May.
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    Cited by:

    1. Ehrmann, Michael & Ziegelmeyer, Michael, 2014. "Household Risk Management and Actual Mortgage Choice in the Euro Area," MEA discussion paper series 201406, Munich Center for the Economics of Aging (MEA) at the Max Planck Institute for Social Law and Social Policy.
    2. Dungey, Mardi & Doko Tchatoka, Firmin & Yanotti, María B., 2018. "Endogeneity in household mortgage choice," Economic Modelling, Elsevier, vol. 73(C), pages 30-44.
    3. repec:mea:meawpa:14283 is not listed on IDEAS
    4. Dancsik, Bálint, 2017. "Számít-e a devizahiteles múlt?. A lakáshitelkamatok rögzítéséről szóló döntés vizsgálata mikroszintű adatokon [Analysing the decision of fixing housing loan interest rates on micro-level data: does," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(10), pages 1030-1055.
    5. Alexander N. Bogin & William M. Doerner & William D. Larson, 2016. "Missing the Mark: House Price Index Accuracy and Mortgage Credit Modeling," Working Papers 2016-010, The George Washington University, Department of Economics, H. O. Stekler Research Program on Forecasting.
    6. Michael Ehrmann & Michael Ziegelmeyer, 2017. "Mortgage Choice in the Euro Area: Macroeconomic Determinants and the Effect of Monetary Policy on Debt Burdens," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(2-3), pages 469-494, March.
    7. Byrne, David & Kelly, Robert & O'Toole, Conor, 2017. "How does monetary policy pass-through affect mortgage default? Evidence from the Irish mortgage market," Research Technical Papers 04/RT/17, Central Bank of Ireland.
    8. Michael Richter, 2017. "Asymmetric Effects on Financial Cycles in a Monetary Union with Diverging Country Preferences for Variable- and Fixed-Rate Mortgages," Review of Economics & Finance, Better Advances Press, Canada, vol. 7, pages 19-36, February.
    9. Bouyon, Sylvain, 2017. "Recent Trends and Developments in European Mortgage Markets," ECRI Papers 12596, Centre for European Policy Studies.

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    More about this item

    Keywords

    risky choice; fixed and variable rate mortgages; counterfactuals; interest rate expectations; ordered probit.;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • M13 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - New Firms; Startups

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