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Testing for racial bias in business credit scores

Author

Listed:
  • Alicia Robb

    (University of Colorado at Boulder and University of California, Berkeley)

  • David T. Robinson

    (Duke University and National Bureau of Economic Research, Fuqua School of Business)

Abstract

We develop a novel empirical test of racial bias based on comparisons between forward-looking, expectations-based credit scores and backward-looking, repayment-history-based credit scores. We then test for racial bias using confidential-access data from the Kauffman Firm Survey. Businesses founded by disadvantaged minorities have much lower average business credit scores, but these scores show no evidence of racial bias. If anything, forward-looking credit-score models under-predict the rate of payment delinquency among minority-owned businesses.

Suggested Citation

  • Alicia Robb & David T. Robinson, 2018. "Testing for racial bias in business credit scores," Small Business Economics, Springer, vol. 50(3), pages 429-443, March.
  • Handle: RePEc:kap:sbusec:v:50:y:2018:i:3:d:10.1007_s11187-017-9878-2
    DOI: 10.1007/s11187-017-9878-2
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    References listed on IDEAS

    as
    1. Robert W. Fairlie & Alicia M. Robb, 2008. "Race and Entrepreneurial Success: Black-, Asian-, and White-Owned Businesses in the United States," MIT Press Books, The MIT Press, edition 1, volume 1, number 026206281x, December.
    2. Fairlie, Robert W, 1999. "The Absence of the African-American Owned Business: An Analysis of the Dynamics of Self-Employment," Journal of Labor Economics, University of Chicago Press, vol. 17(1), pages 80-108, January.
    3. Erik Hurst & Annamaria Lusardi, 2004. "Liquidity Constraints, Household Wealth, and Entrepreneurship," Journal of Political Economy, University of Chicago Press, vol. 112(2), pages 319-347, April.
    4. Ramana Nanda, 2008. "Cost of External Finance and Selection into Entrepreneurship," Harvard Business School Working Papers 08-047, Harvard Business School.
    5. Janice Ballou & Tom Barton & David DesRoches & Frank Potter & E.J. Reedy & Alicia Robb & Scott Shane & Zhanyun Zhao, "undated". "Kauffman Firm Survey: Results from the Baseline and First Follow-Up Surveys," Mathematica Policy Research Reports 4a8c01fa02f24e7aada8b68dd, Mathematica Policy Research.
    6. Sandra E. Black & Philip E. Strahan, 2002. "Entrepreneurship and Bank Credit Availability," Journal of Finance, American Finance Association, vol. 57(6), pages 2807-2833, December.
    7. Manju Puri & Rebecca Zarutskie, 2012. "On the Life Cycle Dynamics of Venture-Capital- and Non-Venture-Capital-Financed Firms," Journal of Finance, American Finance Association, vol. 67(6), pages 2247-2293, December.
    8. Ken Cavalluzzo & John Wolken, 2005. "Small Business Loan Turndowns, Personal Wealth, and Discrimination," The Journal of Business, University of Chicago Press, vol. 78(6), pages 2153-2178, November.
    9. John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2010. "Who Creates Jobs? Small vs. Large vs. Young," Working Papers 10-17, Center for Economic Studies, U.S. Census Bureau.
    10. Allen N. Berger & W. Scott Frame, 2007. "Small Business Credit Scoring and Credit Availability," Journal of Small Business Management, Taylor & Francis Journals, vol. 45(1), pages 5-22, January.
    11. Lofstrom, Magnus & Wang, Chunbei, 2006. "Hispanic Self-Employment: A Dynamic Analysis of Business Ownership," IZA Discussion Papers 2101, Institute of Labor Economics (IZA).
    12. 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.
    13. Berger, Allen N & Frame, W Scott & Miller, Nathan H, 2005. "Credit Scoring and the Availability, Price, and Risk of Small Business Credit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 191-222, April.
    14. Naranchimeg Mijid & Alexandra Bernasek, 2013. "Decomposing Racial and Ethnic Differences in Small Business Lending: Evidence of Discrimination," Review of Social Economy, Taylor & Francis Journals, vol. 71(4), pages 443-473, December.
    15. W. Scott Frame & Michael Padhi & Lynn W. Woosley, 2001. "The effect of credit scoring on small business lending in low- and moderate-income areas," FRB Atlanta Working Paper 2001-6, Federal Reserve Bank of Atlanta.
    16. Marco Cagetti & Mariacristina De Nardi, 2006. "Entrepreneurship, Frictions, and Wealth," Journal of Political Economy, University of Chicago Press, vol. 114(5), pages 835-870, October.
    17. Timothy Bates & Alicia Robb, 2016. "Impacts of Owner Race and Geographic Context on Access to Small-Business Financing," Economic Development Quarterly, , vol. 30(2), pages 159-170, May.
    18. W. Scott Frame & Lynn Woosley, 2004. "Credit Scoring and the Availability of Small Business Credit in Low‐ and Moderate‐Income Areas," The Financial Review, Eastern Finance Association, vol. 39(1), pages 35-54, February.
    19. David G. Blanchflower & Phillip B. Levine & David J. Zimmerman, 2003. "Discrimination in the Small-Business Credit Market," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 930-943, November.
    20. Ken S. Cavalluzzo, 2002. "Competition, Small Business Financing, and Discrimination: Evidence from a New Survey," The Journal of Business, University of Chicago Press, vol. 75(4), pages 641-680, October.
    21. Manuel Adelino & Song Ma & David Robinson, 2017. "Firm Age, Investment Opportunities, and Job Creation," Journal of Finance, American Finance Association, vol. 72(3), pages 999-1038, June.
    22. repec:mpr:mprres:5716 is not listed on IDEAS
    23. Timothy Bates & Alicia Robb, 2013. "Greater Access to Capital Is Needed to Unleash the Local Economic Development Potential of Minority-Owned Businesses," Economic Development Quarterly, , vol. 27(3), pages 250-259, August.
    24. Magnus Lofstrom & Timothy Bates, 2013. "African Americans’ pursuit of self-employment," Small Business Economics, Springer, vol. 40(1), pages 73-86, January.
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    Cited by:

    1. Sabrina T. Howell & Theresa Kuchler & David Snitkof & Johannes Stroebel & Jun Wong, 2021. "Lender Automation and Racial Disparities in Credit Access," NBER Working Papers 29364, National Bureau of Economic Research, Inc.
    2. Sabrina T. Howell & Theresa Kuchler & David Snitkof & Johannes Stroebel & Jun Wong, 2021. "Racial Disparities in Access to Small Business Credit: Evidence from the Paycheck Protection Program," CESifo Working Paper Series 9345, CESifo.
    3. Darden, Bryan B. & Kellermanns, Franz W. & Best, Emma L., 2022. "Entrepreneurial fear of failure: Transgender versus cis-gender entrepreneurs," Journal of Business Venturing Insights, Elsevier, vol. 18(C).
    4. Doris Neuberger & Udo Reifner, 2020. "Systemic Usury and the European Consumer Credit Directive," Vierteljahrshefte zur Wirtschaftsforschung / Quarterly Journal of Economic Research, DIW Berlin, German Institute for Economic Research, vol. 89(1), pages 115-132.
    5. Rachel Atkins & Lisa Cook & Robert Seamans, 2022. "Discrimination in lending? Evidence from the Paycheck Protection Program," Small Business Economics, Springer, vol. 58(2), pages 843-865, February.
    6. Ewens, Michael, 2022. "Race and Gender in Entrepreneurial Finance," SocArXiv djf8z, Center for Open Science.

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    More about this item

    Keywords

    Business credit scores; Banking·minority entrepreneurship;

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship

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