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Discrimination with Inaccurate Beliefs and Confirmation Bias

Author

Listed:
  • Christian Ruzzier

    (Departamento de Economía, Universidad de San Andrés)

  • Marcelo Woo

    (University of Nottingham)

Abstract

We examine patterns of discrimination when employers hold incorrect beliefs about the relationship between group membership and productivity, and suffer from confirmation bias when updating their beliefs. As a result, employers do not correct them fully, leading to persistent wage discrimination. Negative stereotypes generate discrimination against minority workers upon entry to the labor market, but are not enough to have discrimination in the long run, and reversals in discrimination are possible. We also discuss whether interventions aimed at reducing discrimination would succeed if confirmation bias is an important source of discrimination, and consider segregation in an extension with heterogeneous employers.

Suggested Citation

  • Christian Ruzzier & Marcelo Woo, 2022. "Discrimination with Inaccurate Beliefs and Confirmation Bias," Working Papers 163, Universidad de San Andres, Departamento de Economia, revised Feb 2023.
  • Handle: RePEc:sad:wpaper:163
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    1. Patrick Kline & Evan K Rose & Christopher R Walters, 2023. "Systemic Discrimination Among Large U.S. Employers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 137(4), pages 1963-2036.
    2. Joshua Schwartzstein, 2014. "Selective Attention And Learning," Journal of the European Economic Association, European Economic Association, vol. 12(6), pages 1423-1452, December.
    3. J. Aislinn Bohren & Kareem Haggag & Alex Imas & Devin G. Pope, 2019. "Inaccurate Statistical Discrimination: An Identification Problem," PIER Working Paper Archive 19-010, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 17 Jul 2020.
    4. Kevin Lang & Jee-Yeon K. Lehmann, 2012. "Racial Discrimination in the Labor Market: Theory and Empirics," Journal of Economic Literature, American Economic Association, vol. 50(4), pages 959-1006, December.
    5. Baert, Stijn & Albanese, Andrea & du Gardein, Sofie & Ovaere, Jolien & Stappers, Jarno, 2017. "Does work experience mitigate discrimination?," Economics Letters, Elsevier, vol. 155(C), pages 35-38.
    6. 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.
    7. Lewis, Amy C. & Sherman, Steven J., 2003. "Hiring you makes me look bad: Social-identity based reversals of the ingroup favoritism effect," Organizational Behavior and Human Decision Processes, Elsevier, vol. 90(2), pages 262-276, March.
    8. Eyting, Markus, 2022. "Why do we discriminate? The role of motivated reasoning," SAFE Working Paper Series 356, Leibniz Institute for Financial Research SAFE.
    9. repec:bla:econom:v:40:y:1973:i:160:p:363-78 is not listed on IDEAS
    10. Jennifer L. Doleac & Luke C.D. Stein, 2013. "The Visible Hand: Race and Online Market Outcomes," Economic Journal, Royal Economic Society, vol. 123(11), pages 469-492, November.
    11. Barron, Kai & Ditlmann, Ruth & Gehrig, Stefan & Schweighofer-Kodritsch, Sebastian, 2020. "Explicit and implicit belief-based gender discrimination: A hiring experiment," Discussion Papers, Research Unit: Economics of Change SP II 2020-306, WZB Berlin Social Science Center.
    12. Nisvan Erkal & Lata Gangadharan & Boon Han Koh, 2021. "Gender Biases in Performance Evaluation: The Role of Beliefs Versus Outcomes," University of East Anglia School of Economics Working Paper Series 2021-09, School of Economics, University of East Anglia, Norwich, UK..
    13. Heather Sarsons & Klarita Gërxhani & Ernesto Reuben & Arthur Schram, 2021. "Gender Differences in Recognition for Group Work," Journal of Political Economy, University of Chicago Press, vol. 129(1), pages 101-147.
    14. Fredrik Heyman & Helena Svaleryd & Jonas Vlachos, 2013. "Competition, Takeovers, and Gender Discrimination," ILR Review, Cornell University, ILR School, vol. 66(2), pages 409-432, April.
    15. Shelly J. Lundberg, 1991. "The Enforcement of Equal Opportunity Laws Under Imperfect Information: Affirmative Action and Alternatives," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(1), pages 309-326.
    16. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    17. Nunley, John M. & Owens, Mark F. & Howard, R. Stephen, 2011. "The effects of information and competition on racial discrimination: Evidence from a field experiment," Journal of Economic Behavior & Organization, Elsevier, vol. 80(3), pages 670-679.
    18. Henry S. Farber & Robert Gibbons, 1996. "Learning and Wage Dynamics," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(4), pages 1007-1047.
    19. Altonji, Joseph G. & Blank, Rebecca M., 1999. "Race and gender in the labor market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 48, pages 3143-3259, Elsevier.
    20. Smith Freeman, 1977. "Wage Trends as Performance Displays Productive Potential: A Model and Application to Academic Early Retirement," Bell Journal of Economics, The RAND Corporation, vol. 8(2), pages 419-443, Autumn.
    21. Gilat Levy & Ronny Razin, 2017. "The Coevolution of Segregation, Polarized Beliefs, and Discrimination: The Case of Private versus State Education," American Economic Journal: Microeconomics, American Economic Association, vol. 9(4), pages 141-170, November.
    22. Cornell, Bradford & Welch, Ivo, 1996. "Culture, Information, and Screening Discrimination," Journal of Political Economy, University of Chicago Press, vol. 104(3), pages 542-571, June.
    23. Chakravarthi Narasimhan & Chuan He & Eric Anderson & Lyle Brenner & Preyas Desai & Dmitri Kuksov & Paul Messinger & Sridhar Moorthy & Joseph Nunes & Yuval Rottenstreich & Richard Staelin & George Wu &, 2005. "Incorporating Behavioral Anomalies in Strategic Models," Marketing Letters, Springer, vol. 16(3), pages 361-373, December.
    24. Patrick Kline & Evan K Rose & Christopher R Walters, 2022. "Systemic Discrimination Among Large U.S. Employers [“Teachers and Student Achievement in the Chicago Public High Schools,”]," The Quarterly Journal of Economics, Oxford University Press, vol. 137(4), pages 1963-2036.
    25. James A. Berkovec & Glenn B. Canner & Stuart A. Gabriel & Timothy H. Hannan, 1998. "Discrimination, Competition, And Loan Performance In Fha Mortgage Lending," The Review of Economics and Statistics, MIT Press, vol. 80(2), pages 241-250, May.
    26. J. Aislinn Bohren & Alex Imas & Michael Rosenberg, 2019. "The Dynamics of Discrimination: Theory and Evidence," American Economic Review, American Economic Association, vol. 109(10), pages 3395-3436, October.
    27. Robert Gibbons & Michael Waldman, 1999. "A Theory of Wage and Promotion Dynamics Inside Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1321-1358.
    28. Robert Gibbons & Lawrence F. Katz & Thomas Lemieux & Daniel Parent, 2005. "Comparative Advantage, Learning, and Sectoral Wage Determination," Journal of Labor Economics, University of Chicago Press, vol. 23(4), pages 681-724, October.
    29. Macpherson, David A & Hirsch, Barry T, 1995. "Wages and Gender Composition: Why Do Women's Jobs Pay Less?," Journal of Labor Economics, University of Chicago Press, vol. 13(3), pages 426-471, July.
    30. Kerwin Kofi Charles & Jonathan Guryan, 2008. "Prejudice and Wages: An Empirical Assessment of Becker's The Economics of Discrimination," Journal of Political Economy, University of Chicago Press, vol. 116(5), pages 773-809, October.
    31. Erica L. Groshen, 1991. "The Structure of the Female/Male Wage Differential: Is It Who You Are, What You Do, or Where You Work?," Journal of Human Resources, University of Wisconsin Press, vol. 26(3), pages 457-472.
    32. Hugo Ñopo & Nancy Daza & Johanna Ramos, 2012. "Gender earning gaps around the world: a study of 64 countries," International Journal of Manpower, Emerald Group Publishing Limited, vol. 33(5), pages 464-513, August.
    33. Roland G FryerJr & Philipp Harms & Matthew O Jackson, 2019. "Updating Beliefs when Evidence is Open to Interpretation: Implications for Bias and Polarization," Journal of the European Economic Association, European Economic Association, vol. 17(5), pages 1470-1501.
    34. Cooke, Dudley & Fernandes, Ana P. & Ferreira, Priscila, 2019. "Product market competition and gender discrimination," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 496-522.
    35. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    36. 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.
    37. Markus Eyting, 2022. "Why do we Discriminate? The Role of Motivated Reasoning," Working Papers 2208, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    38. Sebastien Pouget & Julien Sauvagnat & Stephane Villeneuve, 2017. "A Mind Is a Terrible Thing to Change: Confirmatory Bias in Financial Markets," The Review of Financial Studies, Society for Financial Studies, vol. 30(6), pages 2066-2109.
    39. Elmslie, Bruce & Sedo, Stanley, 1996. "Discrimination, social psychology, and hysteresis in labor markets," Journal of Economic Psychology, Elsevier, vol. 17(4), pages 465-478, August.
    40. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    41. Lundberg, Shelly J & Startz, Richard, 1983. "Private Discrimination and Social Intervention in Competitive Labor Markets," American Economic Review, American Economic Association, vol. 73(3), pages 340-347, June.
    42. Ebonya Washington & Sendhil Mullainathan, 2009. "Sticking with Your Vote: Cognitive Dissonance and Political Attitudes," American Economic Journal: Applied Economics, American Economic Association, vol. 1(1), pages 86-111, January.
    43. Gibbons, Robert & Waldman, Michael, 1999. "Careers in organizations: Theory and evidence," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 36, pages 2373-2437, Elsevier.
    44. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
    45. Milton Harris & Bengt Holmstrom, 1982. "A Theory of Wage Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 49(3), pages 315-333.
    46. Coffman, Katherine & Flikkema, Clio Bryant & Shurchkov, Olga, 2021. "Gender stereotypes in deliberation and team decisions," Games and Economic Behavior, Elsevier, vol. 129(C), pages 329-349.
    47. Coate, Stephen & Loury, Glenn C, 1993. "Will Affirmative-Action Policies Eliminate Negative Stereotypes?," American Economic Review, American Economic Association, vol. 83(5), pages 1220-1240, December.
    48. Matthew Rabin & Joel L. Schrag, 1999. "First Impressions Matter: A Model of Confirmatory Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 37-82.
    49. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
    50. Farmer, Amy & Terrell, Dek, 1996. "Discrimination, Bayesian Updating of Employer Beliefs and Human Capital Accumulation," Economic Inquiry, Western Economic Association International, vol. 34(2), pages 204-219, April.
    51. William A. Darity & Patrick L. Mason, 1998. "Evidence on Discrimination in Employment: Codes of Color, Codes of Gender," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 63-90, Spring.
    52. Mark R. Killingsworth, 1987. "Heterogeneous Preferences, Compensating Wage Differentials, and Comparable Worth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 102(4), pages 727-742.
    53. Blank, Rebecca M, 1991. "The Effects of Double-Blind versus Single-Blind Reviewing: Experimental Evidence from The American Economic Review," American Economic Review, American Economic Association, vol. 81(5), pages 1041-1067, December.
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    More about this item

    Keywords

    learning; confirmation bias; stereotypes; discrimination; segregation; labor market;
    All these keywords.

    JEL classification:

    • D90 - Microeconomics - - Micro-Based Behavioral Economics - - - General
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

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