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Mortgage Prepayment, Race, and Monetary Policy

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  • Kristopher S. Gerardi
  • Paul S. Willen
  • David Hao Zhang

Abstract

This paper documents large differences in mortgage prepayment behavior across racial and ethnic groups in the United States, which have significant implications for monetary policy, inequality, and pricing. Using a novel data set that combines administrative data on mortgage performance with information on race and ethnicity, we show that Black and Hispanic white borrowers have significantly lower prepayment rates compared with Non-Hispanic white borrowers, holding income, credit score, and equity constant. This gap is on the order of 50 percent and largely reflects different sensitivities to movements in market interest rates, and was particularly pronounced during QE1. Differences in prepayment speeds result in large disparities between white and minority borrowers in the distribution of rates paid on outstanding mortgages, which widens during periods of low mortgage rates and high refinance volumes. From 2010 to 2014, Black borrowers were paying 30 to 45 basis points more on average than Non-Hispanic whites despite only a small gap of about 5 basis points between the groups at the time of mortgage origination. The large differences in prepayment behavior have important pricing implications, as they suggest that minority borrowers are overpaying for their prepayment option. Our results show that inequality in mortgage markets is larger than previously realized and is exacerbated by expansionary monetary policy.

Suggested Citation

  • Kristopher S. Gerardi & Paul S. Willen & David Hao Zhang, 2020. "Mortgage Prepayment, Race, and Monetary Policy," Working Papers 20-7, Federal Reserve Bank of Boston.
  • Handle: RePEc:fip:fedbwp:88882
    DOI: 10.29412/res.wp.2020.07
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    References listed on IDEAS

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    1. Michael H. Schill & Susan M. Wachter, 1994. "Borrower and neighborhood racial and income characteristics and financial institution mortgage application screening," Proceedings, Federal Reserve Bank of Philadelphia, pages 223-243.
    2. Patrick Bayer & Fernando Ferreira & Stephen L. Ross, 2016. "The Vulnerability of Minority Homeowners in the Housing Boom and Bust," American Economic Journal: Economic Policy, American Economic Association, vol. 8(1), pages 1-27, February.
    3. Alessandro Calza & Tommaso Monacelli & Livio Stracca, 2013. "Housing Finance And Monetary Policy," Journal of the European Economic Association, European Economic Association, vol. 11, pages 101-122, January.
    4. Alex Kaufman, 2014. "The Influence of Fannie and Freddie on Mortgage Loan Terms," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(2), pages 472-496, June.
    5. Bocian, Debbie Gruenstein & Ernst, Keith S. & Li, Wei, 2008. "Race, ethnicity and subprime home loan pricing," Journal of Economics and Business, Elsevier, vol. 60(1-2), pages 110-124.
    6. Kelly, Austin, 1995. "Racial and Ethnic Disparities in Mortgage Prepayment," Journal of Housing Economics, Elsevier, vol. 4(4), pages 350-372, December.
    7. Gerardi Kristopher & Willen Paul, 2009. "Subprime Mortgages, Foreclosures, and Urban Neighborhoods," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 9(3), pages 1-37, March.
    8. Michael H. Schill & Susan M. Wachter, "undated". "A Tale of Two Cities: Racial and Ethnic Geographic Disparities in Home Mortgage Lending in Boston and Philadelphia," Rodney L. White Center for Financial Research Working Papers 16-93, Wharton School Rodney L. White Center for Financial Research.
    9. Deng, Yongheng & Gabriel, Stuart, 2006. "Risk-Based Pricing and the Enhancement of Mortgage Credit Availability among Underserved and Higher Credit-Risk Populations," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1431-1460, September.
    10. Andreas Fuster & Paul S. Willen, 2017. "Payment Size, Negative Equity, and Mortgage Default," American Economic Journal: Economic Policy, American Economic Association, vol. 9(4), pages 167-191, November.
    11. Agarwal, Sumit & Ben-David, Itzhak & Yao, Vincent, 2017. "Systematic mistakes in the mortgage market and lack of financial sophistication," Journal of Financial Economics, Elsevier, vol. 123(1), pages 42-58.
    12. Thomas Boehm & Paul Thistle & Alan Schlottmann, 2006. "Rates and race: An analysis of racial disparities in mortgage rates," Housing Policy Debate, Taylor & Francis Journals, vol. 17(1), pages 109-149.
    13. Keys, Benjamin J. & Pope, Devin G. & Pope, Jaren C., 2016. "Failure to refinance," Journal of Financial Economics, Elsevier, vol. 122(3), pages 482-499.
    14. Wei Jiang & Ashlyn Aiko Nelson & Edward Vytlacil, 2014. "Liar's Loan? Effects of Origination Channel and Information Falsification on Mortgage Delinquency," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 1-18, March.
    15. Yan Chang & Abdullah Yavas, 2009. "Do Borrowers Make Rational Choices on Points and Refinancing?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(4), pages 635-658, December.
    16. Berkovec, James A & Canner, Glenn B. & Gabriel, Stuart A. & Hannan, Timothy H., 1994. "Race, Redlining, and Residential Mortgage Loan Performance," The Journal of Real Estate Finance and Economics, Springer, vol. 9(3), pages 263-294, November.
    17. Piskorski, Tomasz & Seru, Amit & Vig, Vikrant, 2010. "Securitization and distressed loan renegotiation: Evidence from the subprime mortgage crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 369-397, September.
    18. Steffen Andersen & John Y. Campbell & Kasper Meisner Nielsen & Tarun Ramadorai, 2020. "Sources of Inaction in Household Finance: Evidence from the Danish Mortgage Market," American Economic Review, American Economic Association, vol. 110(10), pages 3184-3230, October.
    19. Tyler Haupert, 2019. "Racial Patterns in Mortgage Lending Outcomes During and After the Subprime Boom," Housing Policy Debate, Taylor & Francis Journals, vol. 29(6), pages 947-976, November.
    20. Munnell, Alicia H. & Geoffrey M. B. Tootell & Lynn E. Browne & James McEneaney, 1996. "Mortgage Lending in Boston: Interpreting HMDA Data," American Economic Review, American Economic Association, vol. 86(1), pages 25-53, March.
    21. Bubb, Ryan & Kaufman, Alex, 2014. "Securitization and moral hazard: Evidence from credit score cutoff rules," Journal of Monetary Economics, Elsevier, vol. 63(C), pages 1-18.
    22. Robert Bartlett & Adair Morse & Richard Stanton & Nancy Wallace, 2019. "Consumer-Lending Discrimination in the FinTech Era," NBER Working Papers 25943, National Bureau of Economic Research, Inc.
    23. Sumit Agarwal & Brent W. Ambrose & Vincent W. Yao, 2020. "Lender Steering in Residential Mortgage Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 48(2), pages 446-475, June.
    24. Horrace, William C. & Oaxaca, Ronald L., 2006. "Results on the bias and inconsistency of ordinary least squares for the linear probability model," Economics Letters, Elsevier, vol. 90(3), pages 321-327, March.
    25. Sumit Agarwal & John C. Driscoll & David I. Laibson, 2013. "Optimal Mortgage Refinancing: A Closed‐Form Solution," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(4), pages 591-622, June.
    26. Lauren Lambie-Hanson & Carolina Reid, 2018. "Stuck in Subprime? Examining the Barriers to Refinancing Mortgage Debt," Housing Policy Debate, Taylor & Francis Journals, vol. 28(5), pages 770-796, September.
    27. Li, Phillip & Mayock, Tom, 2019. "Mortgage characteristics and the racial incidence of default," Journal of Housing Economics, Elsevier, vol. 46(C).
    28. James A. Berkovec & Glenn B. Canner & Stuart A. Gabriel & Timothy H. Hannan, 1998. "Discrimination, Competition, And Loan Performance In Fha Mortgage Lending," The Review of Economics and Statistics, MIT Press, vol. 80(2), pages 241-250, May.
    29. Black, Harold A. & Robinson, Breck L. & Schweitzer, Robert L., 2001. "Comparing lending decisions of minority-owned and White-owned banks: Is there discrimination in mortgage lending?," Review of Financial Economics, Elsevier, vol. 10(1), pages 23-39.
    30. repec:mcb:jmoncb:v:45:y:2013:i::p:591-622 is not listed on IDEAS
    31. Neil Bhutta & Aurel Hizmo, 2020. "Do Minorities Pay More for Mortgages?," Finance and Economics Discussion Series 2020-007, Board of Governors of the Federal Reserve System (U.S.).
    32. Lei Ding, 2017. "Borrower credit access and credit performance after loan modifications," Empirical Economics, Springer, vol. 52(3), pages 977-1005, May.
    33. Adelino, Manuel & Gerardi, Kristopher & Hartman-Glaser, Barney, 2019. "Are lemons sold first? Dynamic signaling in the mortgage market," Journal of Financial Economics, Elsevier, vol. 132(1), pages 1-25.
    34. Robert Avery & Patricia Beeson & Paul Calem, 1997. "Using HMDA Data as a Regulatory Screen for Fair Lending Compliance," Journal of Financial Services Research, Springer;Western Finance Association, vol. 11(1), pages 9-42, February.
    35. Simon Firestone & Robert Van Order & Peter Zorn, 2007. "The Performance of Low‐Income and Minority Mortgages," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(4), pages 479-504, December.
    36. Geoffrey M. B. Tootell, 1996. "Redlining in Boston: do mortgage lenders discriminate against neighborhoods?," Working Papers 96-6, Federal Reserve Bank of Boston.
    37. Ping Cheng & Zhenguo Lin & Yingchun Liu, 2015. "Racial Discrepancy in Mortgage Interest Rates," The Journal of Real Estate Finance and Economics, Springer, vol. 51(1), pages 101-120, July.
    38. James B. Kau & Lu Fang & Henry J. Munneke, 2019. "An Unintended Consequence of Mortgage Financing Regulation – a Racial Disparity," The Journal of Real Estate Finance and Economics, Springer, vol. 59(4), pages 549-588, November.
    39. Marco Di Maggio & Amir Kermani & Benjamin J. Keys & Tomasz Piskorski & Rodney Ramcharan & Amit Seru & Vincent Yao, 2017. "Interest Rate Pass-Through: Mortgage Rates, Household Consumption, and Voluntary Deleveraging," American Economic Review, American Economic Association, vol. 107(11), pages 3550-3588, November.
    40. Neil Bhutta & Glenn B. Canner, 2013. "Mortgage Market Conditions and Borrower Outcomes: Evidence from the 2012 HMDA Data and Matched HMDA–Credit Record Data," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), vol. 99(4), November.
    41. Gonzalo Maturana & Jordan Nickerson, 2019. "Teachers Teaching Teachers: The Role of Workplace Peer Effects in Financial Decisions," Review of Financial Studies, Society for Financial Studies, vol. 32(10), pages 3920-3957.
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    More about this item

    Keywords

    race; quantitative easing; monetary policy; mortgage rate; refinance; prepayment; default;
    All these keywords.

    JEL classification:

    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G51 - Financial Economics - - Household Finance - - - Household Savings, Borrowing, Debt, and Wealth

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