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Evaluating Statistical Models of Mortgage Lending Discrimination: A Bank-Specific Analysis

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Author Info
Mitchell Stengel
Dennis Glennon
Abstract

We present our efforts to develop bank-specific models to test for the presence of mortgage lending discrimination. We discuss the potential for selection and simultaneity biases and delineate the conditions under which a single-equation model is appropriate. The results from three national banks demonstrate that, by incorporating the specific underwriting guidelines of each bank, our alternative approach significantly improves the ability of the model to explain the outcomes of the mortgage lending decision process when compared to a single generic specification applied across all banks. Our results also demonstrate the difficulties encountered in attempting to incorporate the specifics of a bank's underwriting criteria and the remaining potential for omitted-variables problems. Copyright American Real Estate and Urban Economics Association.

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File URL: http://www.blackwell-synergy.com/doi/abs/10.1111/1540-6229.00775
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Publisher Info
Article provided by American Real Estate and Urban Economics Association in its journal Real Estate Economics.

Volume (Year): 27 (1999)
Issue (Month): 2 ()
Pages: 299-334
Download reference. The following formats are available: HTML (with abstract), plain text (with abstract), BibTeX, RIS (EndNote, RefMan, ProCite), ReDIF
Handle: RePEc:bla:reesec:v:27:y:1999:i:2:p:299-334

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  1. Judith A. Giles & Marsha J. Courchane, 2000. "Stratified Sample Design for Fair Lending Binary Logit Models," Econometrics Working Papers 0007, Department of Economics, University of Victoria. [Downloadable!]
  2. Judith A. Clarke & Marsha J. Courchane & Nilanjana Roy, 2005. "On the Robustness of Racial Discrimination Findings in Mortgage Lending Studies," Econometrics Working Papers 0516, Department of Economics, University of Victoria. [Downloadable!]
  3. Judith Clarke & Marsha Courchane, 2004. "Implications of Stratified Sampling for Fair Lending Binary Logit Models," The Journal of Real Estate Finance and Economics, Springer, vol. 30(1), pages 5-31, October. [Downloadable!] (restricted)
  4. Stephen L. Ross, 2003. "What Is Known about Testing for Discrimination: Lessons Learned by Comparing across Different Markets," Working papers 2003-21, University of Connecticut, Department of Economics, revised Nov 2003. [Downloadable!]
  5. Chau Do & Irina Paley, 2007. "Explaining the Growth of Higher-Priced Loans in HMDA: A Decomposition Approach," Journal of Real Estate Research, American Real Estate Society, vol. 29(4), pages 441-478. [Downloadable!]
  6. Lloyd Blanchard & Bo Zhao & John Yinger, 2005. "Do Credit Market Barriers Exist for Minority and Women Entrepreneurs?," Center for Policy Research Working Papers 74, Center for Policy Research, Maxwell School, Syracuse University. [Downloadable!]
  7. Jason Dietrich, 2005. "Under-specified Models and Detection of Discrimination: A Case Study of Mortgage Lending," The Journal of Real Estate Finance and Economics, Springer, vol. 31(1), pages 83-105, August. [Downloadable!] (restricted)
  8. Stephen L. Ross & John Yinger, 2002. "Looking the Other Way: A Critique of the Fair-Lending Enforcement System and a Plan to Fix It," Center for Policy Research Policy Briefs 24, Center for Policy Research, Maxwell School, Syracuse University. [Downloadable!]
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