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Artifactual Evidence of Discrimination in Correspondence Studies? A Replication of the Neumark Method

Author

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  • Carlsson, Magnus

    (Linnaeus University)

  • Fumarco, Luca

    (Masaryk University)

  • Rooth, Dan-Olof

    (Stockholm University)

Abstract

The advocates of correspondence testing (CT) argue that it provide the most clear and convincing evidence of discrimination. The common view is that the standard CT can identify what is typically defined as discrimination in a legal sense – what we label total discrimination in the current study –, although it cannot separate between preferences and statistical discrimination. However, Heckman and Siegelman (1993) convincingly show that audit and correspondence studies can obtain biased estimates of total discrimination – in any direction – if employers evaluate applications according to some threshold level of productivity. This issue has essentially been ignored in the empirical literature on CT experiments until the appearance of the methodology proposed by Neumark (2012). He shows that with the right data and an identifying assumption, with testable predictions, this method can identify total discrimination. In the current paper we use this new method to reexamine a number of already published correspondence studies to investigate if their estimate of total discrimination is affected by group differences in variances of unobservable characteristics. We also aim at improving the general understanding of to what extent the standardization level of job applications is an issue in empirical work. We find that the standardization level of the job applications being set by the experimenter appear to be a general issue in correspondence studies which must be taken seriously.

Suggested Citation

  • Carlsson, Magnus & Fumarco, Luca & Rooth, Dan-Olof, 2013. "Artifactual Evidence of Discrimination in Correspondence Studies? A Replication of the Neumark Method," IZA Discussion Papers 7619, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp7619
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    References listed on IDEAS

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    1. Ali M. Ahmed & Lina Andersson & Mats Hammarstedt, 2010. "Can Discrimination in the Housing Market Be Reduced by Increasing the Information about the Applicants?," Land Economics, University of Wisconsin Press, vol. 86(1), pages 79-90.
    2. Kate Antonovics & Brian G. Knight, 2009. "A New Look at Racial Profiling: Evidence from the Boston Police Department," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 163-177, February.
    3. 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.
    4. Cornelißen, Thomas, 2005. "Standard errors of marginal effects in the heteroskedastic probit model," Hannover Economic Papers (HEP) dp-320, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    5. Levitt, Steven D, 2004. "Testing Theories of Discrimination: Evidence from Weakest Link," Journal of Law and Economics, University of Chicago Press, vol. 47(2), pages 431-452, October.
    6. P. A. Riach & J. Rich, 2002. "Field Experiments of Discrimination in the Market Place," Economic Journal, Royal Economic Society, vol. 112(483), pages 480-518, November.
    7. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    8. Carlsson, Magnus & Rooth, Dan-Olof, 2007. "Evidence of ethnic discrimination in the Swedish labor market using experimental data," Labour Economics, Elsevier, vol. 14(4), pages 716-729, August.
    9. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    10. Rooth, Dan-Olof, 2010. "Automatic associations and discrimination in hiring: Real world evidence," Labour Economics, Elsevier, vol. 17(3), pages 523-534, June.
    11. Oettinger, Gerald S, 1996. "Statistical Discrimination and the Early Career Evolution of the Black-White Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 14(1), pages 52-78, January.
    12. Magnus Carlsson, 2010. "Experimental Evidence of Discrimination in the Hiring of First‐ and Second‐generation Immigrants," LABOUR, CEIS, vol. 24(3), pages 263-278, September.
    13. Michael Ewens & Bryan Tomlin & Liang Choon Wang, 2014. "Statistical Discrimination or Prejudice? A Large Sample Field Experiment," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 119-134, March.
    14. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    15. Kenneth Arrow, 1971. "The Theory of Discrimination," Working Papers 403, Princeton University, Department of Economics, Industrial Relations Section..
    16. repec:pri:indrel:dsp014t64gn18f is not listed on IDEAS
    17. Harvey, A C, 1976. "Estimating Regression Models with Multiplicative Heteroscedasticity," Econometrica, Econometric Society, vol. 44(3), pages 461-465, May.
    18. Klumpp, Tilman & Su, Xuejuan, 2013. "Second-order statistical discrimination," Journal of Public Economics, Elsevier, vol. 97(C), pages 108-116.
    19. James J. Heckman, 1998. "Detecting Discrimination," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 101-116, Spring.
    20. 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.
    21. 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.
    22. Goldberg, Pinelopi Koujianou, 1996. "Dealer Price Discrimination in New Car Purchases: Evidence from the Consumer Expenditure Survey," Journal of Political Economy, University of Chicago Press, vol. 104(3), pages 622-654, June.
    23. 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.
    24. Kenneth J. Arrow, 1998. "What Has Economics to Say about Racial Discrimination?," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 91-100, Spring.
    25. 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.
    26. Baert, Stijn & Cockx, Bart & Gheyle, Niels & Vandamme, Cora, 2013. "Do Employers Discriminate Less If Vacancies Are Difficult to Fill? Evidence from a Field Experiment," IZA Discussion Papers 7145, Institute of Labor Economics (IZA).
    27. 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.
    28. 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.
    29. Orley Ashenfelter & Timothy Hannan, 1986. "Sex Discrimination and Product Market Competition: The Case of the Banking Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(1), pages 149-173.
    30. 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.
    31. Magnus Carlsson & Dan-Olof Rooth, 2012. "Revealing taste-based discrimination in hiring: a correspondence testing experiment with geographic variation," Applied Economics Letters, Taylor & Francis Journals, vol. 19(18), pages 1861-1864, December.
    32. 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.
    33. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, September.
    34. repec:eee:labchp:v:3:y:1999:i:pc:p:3143-3259 is not listed on IDEAS
    35. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    36. Kate Antonovics & Peter Arcidiacono & Randall Walsh, 2005. "Games and Discrimination: Lessons From The Weakest Link," Journal of Human Resources, University of Wisconsin Press, vol. 40(4), pages 918-947.
    37. Neal, Derek A & Johnson, William R, 1996. "The Role of Premarket Factors in Black-White Wage Differences," Journal of Political Economy, University of Chicago Press, vol. 104(5), pages 869-895, October.
    38. Baldini, Massimo & Federici, Marta, 2011. "Ethnic discrimination in the Italian rental housing market," Journal of Housing Economics, Elsevier, vol. 20(1), pages 1-14, March.
    39. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
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    Cited by:

    1. David Neumark & Judith Rich, 2019. "Do Field Experiments on Labor and Housing Markets Overstate Discrimination? A Re-examination of the Evidence," ILR Review, Cornell University, ILR School, vol. 72(1), pages 223-252, January.
    2. Berson, Clémence & Laouénan, Morgane & Valat, Emmanuel, 2020. "Outsourcing recruitment as a solution to prevent discrimination: A correspondence study," Labour Economics, Elsevier, vol. 64(C).
    3. David Neumark, 2018. "Experimental Research on Labor Market Discrimination," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 799-866, September.
    4. Rich, Judy, 2014. "What Do Field Experiments of Discrimination in Markets Tell Us? A Meta Analysis of Studies Conducted since 2000," IZA Discussion Papers 8584, Institute of Labor Economics (IZA).
    5. repec:hal:spmain:info:hdl:2441/26s2fhqla9901btt78qnrel14d is not listed on IDEAS

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    More about this item

    Keywords

    discrimination; correspondence studies;

    JEL classification:

    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

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