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Differential Access to Capital from Financial Institutions by Minority Entrepreneurs

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  • Darius Palia

Abstract

This article examines whether minority small business borrowers have the same access to loans from financial institutions as similar white borrowers. Using matching methods, I find that African‐American borrowers are rejected at an approximately 30 percent higher probability than similar white borrowers. I also find that the impact of unobservable variables has to be greater than 85 percent the impact of observable variables to show no discrimination. This bound seems to be a high number given that I have controlled for a large number of borrower, firm, and lender characteristics. No such differential effect is found for Asian and other minority borrowers. I also find equal expected default losses between African‐American and white borrowers. These results are consistent with the information‐based, laissez faire, and group hoarding theories of discrimination, and against the taste‐based theory of discrimination.

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  • Darius Palia, 2016. "Differential Access to Capital from Financial Institutions by Minority Entrepreneurs," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 13(4), pages 756-785, December.
  • Handle: RePEc:wly:empleg:v:13:y:2016:i:4:p:756-785
    DOI: 10.1111/jels.12132
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    as
    1. Devah Pager, 2003. "The mark of a criminal record," Natural Field Experiments 00319, The Field Experiments Website.
    2. Judith Clarke & Nilanjana Roy & Marsha Courchane, 2009. "On the robustness of racial discrimination findings in mortgage lending studies," Applied Economics, Taylor & Francis Journals, vol. 41(18), pages 2279-2297.
    3. Chaim Fershtman & Uri Gneezy, 2001. "Discrimination in a Segmented Society: An Experimental Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 351-377.
    4. Carter, Nancy M. & Williams, Mary & Reynolds, Paul D., 1997. "Discontinuance among new firms in retail: The influence of initial resources, strategy, and gender," Journal of Business Venturing, Elsevier, vol. 12(2), pages 125-145, March.
    5. Asaf Zussman, 2013. "Ethnic Discrimination: Lessons from the Israeli Online Market for Used Cars," Economic Journal, Royal Economic Society, vol. 123(11), pages 433-468, November.
    6. Song Han, 2004. "Discrimination in Lending: Theory and Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 29(1), pages 5-46, July.
    7. Matias Busso & John DiNardo & Justin McCrary, 2014. "New Evidence on the Finite Sample Properties of Propensity Score Reweighting and Matching Estimators," The Review of Economics and Statistics, MIT Press, vol. 96(5), pages 885-897, December.
    8. Uri Gneezy & John List & Michael K. Price, 2012. "Toward an Understanding of Why People Discriminate: Evidence from a Series of Natural Field Experiments," NBER Working Papers 17855, National Bureau of Economic Research, Inc.
    9. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    10. Susan Coleman, 2002. "Borrowing Patterns for Small Firms: A Comparison by Race and Ethnicity," Journal of Entrepreneurial Finance, Pepperdine University, Graziadio School of Business and Management, vol. 7(3), pages 77-98, Fall.
    11. Calomiris, Charles W & Kahn, Charles M & Longhofer, Stanley D, 1994. "Housing-Finance Intervention and Private Incentives: Helping Minorities and the Poor," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 26(3), pages 634-674, August.
    12. Cavalluzzo, Ken S & Cavalluzzo, Linda C, 1998. "Market Structure and Discrimination: The Case of Small Businesses," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(4), pages 771-792, November.
    13. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    14. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    15. Marianne Bertrand & Sendhil Mullainathan, 2004. "Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination," American Economic Review, American Economic Association, vol. 94(4), pages 991-1013, September.
    16. 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.
    17. Susan Coleman & Alicia Robb, 2009. "A comparison of new firm financing by gender: evidence from the Kauffman Firm Survey data," Small Business Economics, Springer, vol. 33(4), pages 397-411, December.
    18. Cecilia Rouse & Claudia Goldin, 2000. "Orchestrating Impartiality: The Impact of "Blind" Auditions on Female Musicians," American Economic Review, American Economic Association, vol. 90(4), pages 715-741, September.
    19. John A. List, 2004. "The Nature and Extent of Discrimination in the Marketplace: Evidence from the Field," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 49-89.
    20. Ayres, Ian & Siegelman, Peter, 1995. "Race and Gender Discrimination in Bargaining for a New Car," American Economic Review, American Economic Association, vol. 85(3), pages 304-321, June.
    21. Hubbard, R Glenn & Kuttner, Kenneth N & Palia, Darius N, 2002. "Are There Bank Effects in Borrowers' Costs of Funds? Evidence from a Matched Sample of Borrowers and Banks," The Journal of Business, University of Chicago Press, vol. 75(4), pages 559-581, October.
    22. 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.
    23. 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.
    24. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    25. Leandro Sepulveda & Stephen Syrett & Fergus Lyon, 2011. "Population superdiversity and new migrant enterprise: The case of London," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 23(7-8), pages 469-497, September.
    26. Donna Marie De Carolis & Patrick Saparito, 2006. "Social Capital, Cognition, and Entrepreneurial Opportunities: A Theoretical Framework," Entrepreneurship Theory and Practice, , vol. 30(1), pages 41-56, January.
    27. Ilia D. Dichev, 1998. "Is the Risk of Bankruptcy a Systematic Risk?," Journal of Finance, American Finance Association, vol. 53(3), pages 1131-1147, June.
    28. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    29. Susan Marlow & Dean Patton, 2005. "All Credit to Men? Entrepreneurship, Finance, and Gender," Entrepreneurship Theory and Practice, , vol. 29(6), pages 717-735, November.
    30. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    31. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
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