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Unintended Consequences of Risk Based Pricing: Racial Differences in Mortgage Costs

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  • Brent C Smith
  • Kenneth N. Daniels

Abstract

The following analysis focuses on the role that risk pricing has had in the allocation and access to mortgage funds, specifically how it results in cost differences by race. Using a sample of fixed-rate first lien mortgages, we control for the risk characteristics of borrowers and assets. We find that borrowers with comparable credit quality experience significantly higher costs for mortgages in neighborhoods with a high density of minority households. Further, when the pricing differential is controlled for in a model of mortgage default, there is no support for neighborhood price differences. This finding illustrates a potential inequity that results from efficient/risk pricing in mortgage underwriting.

Suggested Citation

  • Brent C Smith & Kenneth N. Daniels, 2018. "Unintended Consequences of Risk Based Pricing: Racial Differences in Mortgage Costs," Journal of Financial Services Research, Springer;Western Finance Association, vol. 54(3), pages 323-343, December.
  • Handle: RePEc:kap:jfsres:v:54:y:2018:i:3:d:10.1007_s10693-017-0274-5
    DOI: 10.1007/s10693-017-0274-5
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    1. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-620, September.
    2. James Kau & Donald Keenan & Henry Munneke, 2012. "Racial Discrimination and Mortgage Lending," The Journal of Real Estate Finance and Economics, Springer, vol. 45(2), pages 289-304, August.
    3. David Horne, 1997. "Mortgage Lending, Race, and Model Specification," Journal of Financial Services Research, Springer;Western Finance Association, vol. 11(1), pages 43-68, February.
    4. Keith Kuester & Stefan Mittnik & Marc S. Paolella, 2006. "Value-at-Risk Prediction: A Comparison of Alternative Strategies," Journal of Financial Econometrics, Oxford University Press, vol. 4(1), pages 53-89.
    5. Marsha J. Courchane & Brian J. Surette & Peter M. Zorn, 2004. "Subprime Borrowers: Mortgage Transitions and Outcomes," The Journal of Real Estate Finance and Economics, Springer, vol. 29(4), pages 365-392, December.
    6. Raphael W. Bostic & Kwan Ok Lee, 2008. "Mortgages, Risk, and Homeownership among Low- and Moderate-Income Families," American Economic Review, American Economic Association, vol. 98(2), pages 310-314, May.
    7. Petra E. Todd & Jeffrey A. Smith, 2001. "Reconciling Conflicting Evidence on the Performance of Propensity-Score Matching Methods," American Economic Review, American Economic Association, vol. 91(2), pages 112-118, May.
    8. Robert F. Phillips & Robert P. Trost & Anthony M.J. Yezer, 1994. "Bias in estimates of discrimination and default in mortgage lending: the effects of simultaneity and self-selection," Proceedings, Federal Reserve Bank of Philadelphia, pages 197-222.
    9. Ambrose, Brent W & Buttimer, Richard J, Jr, 2000. "Embedded Options in the Mortgage Contract," The Journal of Real Estate Finance and Economics, Springer, vol. 21(2), pages 95-111, September.
    10. James B. Kau & Taewon Kim, 1994. "Waiting to Default: The Value of Delay," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 22(3), pages 539-551, September.
    11. N. Edward Coulson & Daniel P. McMillen, 2007. "The Dynamics of Intraurban Quantile House Price Indexes," Urban Studies, Urban Studies Journal Limited, vol. 44(8), pages 1517-1537, July.
    12. Liang Peng & Thomas Thibodeau, 2013. "Risk Segmentation of American Homes: Evidence from Denver," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(3), pages 569-599, September.
    13. Pedro Santa‐Clara & Rossen Valkanov, 2003. "The Presidential Puzzle: Political Cycles and the Stock Market," Journal of Finance, American Finance Association, vol. 58(5), pages 1841-1872, October.
    14. 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.
    15. Paul S. Calem & Kevin Gillen & Susan Wachter, 2004. "The Neighborhood Distribution of Subprime Mortgage Lending," The Journal of Real Estate Finance and Economics, Springer, vol. 29(4), pages 393-410, December.
    16. Michael LaCour-Little & Jing Yang, 2013. "Taking the Lie Out of Liar Loans: The Effect of Reduced Documentation on the Performance and Pricing of Alt-A and Subprime Mortgages," Journal of Real Estate Research, American Real Estate Society, vol. 35(4), pages 507-554.
    17. Christopher Mayer & Karen Pence & Shane M. Sherlund, 2009. "The Rise in Mortgage Defaults," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 27-50, Winter.
    18. 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.
    19. Heckman, J.J. & Hotz, V.J., 1988. "Choosing Among Alternative Nonexperimental Methods For Estimating The Impact Of Social Programs: The Case Of Manpower Training," University of Chicago - Economics Research Center 88-12, Chicago - Economics Research Center.
    20. Wayne Archer & Brent Smith, 2013. "Residential Mortgage Default: The Roles of House Price Volatility, Euphoria and the Borrower’s Put Option," The Journal of Real Estate Finance and Economics, Springer, vol. 46(2), pages 355-378, February.
    21. von Furstenberg, George M & Green, R Jeffery, 1974. "Home Mortgage Delinquencies: A Cohort Analysis," Journal of Finance, American Finance Association, vol. 29(5), pages 1545-1548, December.
    22. William C. Gruben & Jonathan A. Neuberger & Ronald H. Schmidt, 1990. "Imperfect information and the Community Reinvestment Act," Economic Review, Federal Reserve Bank of San Francisco, issue Sum, pages 27-46.
    23. Raphael Bostic, 2003. "A Test of Cultural Affinity in Home Mortgage Lending," Journal of Financial Services Research, Springer;Western Finance Association, vol. 23(2), pages 89-112, April.
    24. Daniel P. McMillen & Paul Thorsnes, 2006. "Housing Renovations and the Quantile Repeat-Sales Price Index," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(4), pages 567-584, December.
    25. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    26. James B. Kau & Donald C. Keenan & Taewon Kim, 1993. "Transaction Costs, Suboptimal Termination and Default Probabilities," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 21(3), pages 247-263, September.
    27. Stanley D. Longhofer & Stephen R. Peters, 2005. "Self-Selection and Discrimination in Credit Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 33(2), pages 237-268, June.
    28. Susanne Cannon & Norman G. Miller & Gurupdesh S. Pandher, 2006. "Risk and Return in the U.S. Housing Market: A Cross-Sectional Asset-Pricing Approach," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(4), pages 519-552, December.
    29. Alex O. Williams & William Beranek & James Kenkel, 1974. "Default Risk in Urban Mortgages: A Pittsburgh Prototype Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 2(2), pages 101-112, June.
    30. Blanchard, Lloyd & Zhao, Bo & Yinger, John, 2008. "Do lenders discriminate against minority and woman entrepreneurs?," Journal of Urban Economics, Elsevier, vol. 63(2), pages 467-497, March.
    31. Hunter, William C & Walker, Mary Beth, 1996. "The Cultural Affinity Hypothesis and Mortgage Lending Decisions," The Journal of Real Estate Finance and Economics, Springer, vol. 13(1), pages 57-70, July.
    32. Calem, Paul S, 1996. "Mortgage Credit Availability in Low- and Moderate-Income Minority Neighborhoods: Are Information Externalities Critical?," The Journal of Real Estate Finance and Economics, Springer, vol. 13(1), pages 71-89, July.
    33. John M. Griffin & Gonzalo Maturana, 2016. "Editor's Choice Who Facilitated Misreporting in Securitized Loans?," Review of Financial Studies, Society for Financial Studies, vol. 29(2), pages 384-419.
    34. HAROLD Black & M. Collins & Ken Cyree, 1997. "Do Black-Owned Banks Discriminate against Black Borrowers?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 11(1), pages 189-204, February.
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    2. Ken B. Cyree & Drew B. Winters, 2023. "Investigating bank lending discrimination in the US using CRA-rated banks’ HMDA loan data," Public Choice, Springer, vol. 197(3), pages 371-395, December.

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