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Bias in White: A Longitudinal Natural Experiment Measuring Changes in Discrimination

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  • Brian Rubineau

    (ILR School, Cornell University, Ithaca, New York 14853)

  • Yoon Kang

    (Weill Cornell Medical College, Cornell University, New York, New York 10021)

Abstract

Many professions are plagued by disparities in service delivery. Racial disparities in policing, mortgage lending, and healthcare are some notable examples. Because disparities can result from a myriad of mechanisms, crafting effective disparity mitigation policies requires knowing which mechanisms are active and which are not. In this study we can distinguish whether one mechanism--statistical discrimination--is a primary explanation for racial disparities in physicians' treatment of patients. In a longitudinal natural experiment using repeated quasi-audit studies of medical students, we test for within-cohort changes in disparities from medical student behaviors as they interact with white and black patient actors. We find significant increases in medical students' disparate behaviors by patient race between their first and second years of medical school. This finding is inconsistent with statistical discrimination predictions and challenges the idea that statistical discrimination is primarily responsible for racial disparities in patient care. This paper was accepted by Jesper SØrensen, organizations.

Suggested Citation

  • Brian Rubineau & Yoon Kang, 2012. "Bias in White: A Longitudinal Natural Experiment Measuring Changes in Discrimination," Management Science, INFORMS, vol. 58(4), pages 660-677, April.
  • Handle: RePEc:inm:ormnsc:v:58:y:2012:i:4:p:660-677
    DOI: 10.1287/mnsc.1110.1439
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    References listed on IDEAS

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    1. Joseph G. Altonji & Charles R. Pierret, 2001. "Employer Learning and Statistical Discrimination," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 313-350.
    2. David Neumark & Roy J. Bank & Kyle D. Van Nort, 1996. "Sex Discrimination in Restaurant Hiring: An Audit Study," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 915-941.
    3. Joseph Price & Justin Wolfers, 2010. "Racial Discrimination Among NBA Referees," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1859-1887.
    4. Balsa, Ana I. & McGuire, Thomas G., 2003. "Prejudice, clinical uncertainty and stereotyping as sources of health disparities," Journal of Health Economics, Elsevier, vol. 22(1), pages 89-116, January.
    5. J. Edward Russo & Margaret G. Meloy & T. Jeffrey Wilks, 2000. "Predecisional Distortion of Information by Auditors and Salespersons," Management Science, INFORMS, vol. 46(1), pages 13-27, January.
    6. 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.
    7. Helen F. Ladd, 1998. "Evidence on Discrimination in Mortgage Lending," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 41-62, Spring.
    8. Yinger, John, 1986. "Measuring Racial Discrimination with Fair Housing Audits: Caught in the Act," American Economic Review, American Economic Association, vol. 76(5), pages 881-893, December.
    9. 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.
    10. Balsa, Ana I. & McGuire, Thomas G., 2001. "Statistical discrimination in health care," Journal of Health Economics, Elsevier, vol. 20(6), pages 881-907, November.
    11. Devah Pager, 2003. "The mark of a criminal record," Natural Field Experiments 00319, The Field Experiments Website.
    12. Amitabh Chandra & Douglas O. Staiger, 2010. "Identifying Provider Prejudice in Healthcare," NBER Working Papers 16382, National Bureau of Economic Research, Inc.
    13. Orsi, J.M. & Margellos-Anast, H. & Whitman, S., 2010. "Black-white health disparities in the United States and Chicago: A 15-year progress analysis," American Journal of Public Health, American Public Health Association, vol. 100(2), pages 349-356.
    14. John Knowles & Nicola Persico & Petra Todd, 2001. "Racial Bias in Motor Vehicle Searches: Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 109(1), pages 203-232, February.
    15. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, April.
    16. Michael Fix & Raymond Struyk, 1993. "Clear and convincing evidence: Measurement of discrimination in america," Natural Field Experiments 00241, The Field Experiments Website.
    17. Erez Siniver, 2011. "Testing for Statistical Discrimination: The Case of Immigrant Physicians in Israel," LABOUR, CEIS, vol. 25(2), pages 155-166, June.
    18. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    19. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    20. Dennis J. Aigner & Glen G. Cain, 1977. "Statistical Theories of Discrimination in Labor Markets," ILR Review, Cornell University, ILR School, vol. 30(2), pages 175-187, January.
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    2. Chen Liang & Yili Hong & Bin Gu, 2017. "Home Bias in Global Employment," Working Papers 17-06, NET Institute.
    3. Chowdhury, Subhasish M. & Jewell, Sarah & Singleton, Carl, 2024. "Can awareness reduce (and reverse) identity-driven bias in judgement? Evidence from international cricket," Journal of Economic Behavior & Organization, Elsevier, vol. 226(C).
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    5. Benjamin Edelman & Micahel Luca, 2014. "Digital Discrimination: The Case of Airbnb.com," Harvard Business School Working Papers 14-054, Harvard Business School.
    6. Adina D. Sterling & Roberto M. Fernandez, 2018. "Once in the Door: Gender, Tryouts, and the Initial Salaries of Managers," Management Science, INFORMS, vol. 64(11), pages 5444-5460, November.
    7. Adina D. Sterling, 2014. "Friendships and Search Behavior in Labor Markets," Management Science, INFORMS, vol. 60(9), pages 2341-2354, September.
    8. Letian Zhang, 2019. "Who Loses When a Team Wins? Better Performance Increases Racial Bias," Organization Science, INFORMS, vol. 30(1), pages 40-50, February.

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