IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/16448.html
   My bibliography  Save this paper

Detecting Discrimination in Audit and Correspondence Studies

Author

Listed:
  • David Neumark

Abstract

Audit studies testing for discrimination have been criticized because applicants from different groups may not appear identical to employers. Correspondence studies address this criticism by using fictitious paper applicants whose qualifications can be made identical across groups. However, Heckman and Siegelman (1993) show that group differences in the variance of unobservable determinants of productivity can still generate spurious evidence of discrimination in either direction. This paper shows how to recover an unbiased estimate of discrimination when the correspondence study includes variation in applicant characteristics that affect hiring. The method is applied to actual data and assessed using Monte Carlo methods.

Suggested Citation

  • David Neumark, 2010. "Detecting Discrimination in Audit and Correspondence Studies," NBER Working Papers 16448, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:16448
    Note: LS
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w16448.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hellerstein, Judith K & Neumark, David, 1999. "Sex, Wages, and Productivity: An Empirical Analysis of Israeli Firm-Level Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(1), pages 95-123, February.
    2. Cornelißen, Thomas, 2005. "Standard errors of marginal effects in the heteroskedastic probit model," Hannover Economic Papers (HEP) dp-320, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    3. John A. List & Uri Gneezy, 2004. "Are the Disabled Discriminated Against in Product Markets? Evidence from Sportscards to Sportscars," Econometric Society 2004 North American Summer Meetings 651, Econometric Society.
    4. 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.
    5. 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.
    6. Peter A. Riach & Judith Rich, 2010. "An Experimental Investigation of Age Discrimination in the English Labor Market," Annals of Economics and Statistics, GENES, issue 99-100, pages 169-185.
    7. Joanna N. Lahey, 2008. "Age, Women, and Hiring: An Experimental Study," Journal of Human Resources, University of Wisconsin Press, vol. 43(1).
    8. Judith K. Hellerstein & David Neumark, 2006. "Using Matched Employer–Employee Data to Study Labor Market Discrimination," Chapters, in: William M. Rodgers III (ed.), Handbook on the Economics of Discrimination, chapter 2, Edward Elgar Publishing.
    9. Matzkin, Rosa L, 1992. "Nonparametric and Distribution-Free Estimation of the Binary Threshold Crossing and the Binary Choice Models," Econometrica, Econometric Society, vol. 60(2), pages 239-270, March.
    10. James J. Heckman, 1998. "Detecting Discrimination," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 101-116, Spring.
    11. 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.
    12. Rothschild, Michael & Stiglitz, Joseph E., 1982. "A model of employment outcomes illustrating the effect of the structure of information on the level and distribution of income," Economics Letters, Elsevier, vol. 10(3-4), pages 231-236.
    13. 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.
    14. 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.
    15. Lahey, Joanna N. & Beasley, Ryan A., 2009. "Computerizing audit studies," Journal of Economic Behavior & Organization, Elsevier, vol. 70(3), pages 508-514, June.
    16. Riach, Peter A. & Rich, Judy, 2007. "An Experimental Investigation of Age Discrimination in the Spanish Labour Market," IZA Discussion Papers 2654, Institute of Labor Economics (IZA).
    17. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, September.
    18. Andrew D. Foster & Mark R. Rosenzweig, 1993. "Information, Learning, and Wage Rates in Low-Income Rural Areas," Journal of Human Resources, University of Wisconsin Press, vol. 28(4), pages 759-790.
    19. Richard Williams, 2009. "Using Heterogeneous Choice Models to Compare Logit and Probit Coefficients Across Groups," Sociological Methods & Research, , vol. 37(4), pages 531-559, May.
    20. Michael Fix & Raymond Struyk, 1993. "Clear and convincing evidence: Measurement of discrimination in america," Natural Field Experiments 00241, The Field Experiments Website.
    21. 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.
    22. David L. Dickinson & Ronald L. Oaxaca, 2009. "Statistical Discrimination in Labor Markets: An Experimental Analysis," Southern Economic Journal, John Wiley & Sons, vol. 76(1), pages 16-31, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. David Neumark, 2018. "Experimental Research on Labor Market Discrimination," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 799-866, September.
    2. David Neumark, 2016. "Experimental Research on Labor Market Discrimination," NBER Working Papers 22022, National Bureau of Economic Research, Inc.
    3. Judith K. Hellerstein & David Neumark, 2006. "Using Matched Employer–Employee Data to Study Labor Market Discrimination," Chapters, in: William M. Rodgers III (ed.), Handbook on the Economics of Discrimination, chapter 2, Edward Elgar Publishing.
    4. Marianne Bertrand & Esther Duflo, 2016. "Field Experiments on Discrimination," NBER Working Papers 22014, National Bureau of Economic Research, Inc.
    5. Marianne Bertrand & Esther Duflo, 2016. "Field Experiments on Discrimination," NBER Working Papers 22014, National Bureau of Economic Research, Inc.
    6. Devah Pager, 2007. "The Use of Field Experiments for Studies of Employment Discrimination: Contributions, Critiques, and Directions for the Future," The ANNALS of the American Academy of Political and Social Science, , vol. 609(1), pages 104-133, January.
    7. Lopez Barrera, E., 2018. "Hispanics immigrants in the fields: is discrimination a barrier to get non-agricultural jobs?," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 276016, International Association of Agricultural Economists.
    8. 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).
    9. Carlsson, Magnus & Eriksson, Stefan, 2019. "Age discrimination in hiring decisions: Evidence from a field experiment in the labor market," Labour Economics, Elsevier, vol. 59(C), pages 173-183.
    10. Stefan Eriksson & Jonas Lagerström, 2012. "Detecting discrimination in the hiring process: evidence from an Internet-based search channel," Empirical Economics, Springer, vol. 43(2), pages 537-563, October.
    11. Roland G. Fryer, Jr. & Devah Pager & Jörg L. Spenkuch, 2013. "Racial Disparities in Job Finding and Offered Wages," Journal of Law and Economics, University of Chicago Press, vol. 56(3), pages 633-689.
    12. David Neumark & Harry Holzer, 2000. "Assessing Affirmative Action," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 483-568, September.
    13. Doris Weichselbaumer, 2013. "Discrimination in gay and lesbian lives," Chapters, in: Deborah M. Figart & Tonia L. Warnecke (ed.), Handbook of Research on Gender and Economic Life, chapter 15, pages 236-254, Edward Elgar Publishing.
    14. 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).
    15. Chen, Yiu Por (Vincent) & Zhang, Yuan, 2018. "A decomposition method on employment and wage discrimination and its application in urban China (2002–2013)," World Development, Elsevier, vol. 110(C), pages 1-12.
    16. Azmat, Ghazala & Petrongolo, Barbara, 2014. "Gender and the labor market: What have we learned from field and lab experiments?," Labour Economics, Elsevier, vol. 30(C), pages 32-40.
    17. Drydakis, Nick, 2009. "Sexual orientation discrimination in the labour market," Labour Economics, Elsevier, vol. 16(4), pages 364-372, August.
    18. 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.
    19. 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.
    20. Doris Weichselbaumer, 2015. "Testing for Discrimination against Lesbians of Different Marital Status: A Field Experiment," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 54(1), pages 131-161, January.

    More about this item

    JEL classification:

    • C93 - Mathematical and Quantitative Methods - - Design of Experiments - - - Field Experiments
    • J7 - Labor and Demographic Economics - - Labor Discrimination

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:16448. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.