IDEAS home Printed from https://ideas.repec.org/p/mlb/wpaper/915.html
   My bibliography  Save this paper

Testing For Employee Discrimination Using Matched Employer-Employee Data: Theory And Evidence

Author

Listed:
  • Paul Frijters
  • Michael A. Shields
  • Nikolaos Theodoropoulos
  • Stephen Wheatley Price

Abstract

We use recent matched employer-employee data to directly investigate if white workers have a taste for racial discrimination in Britain. Based on a new structural model with individual and firm heterogeneity, we develop and test two predictions. Firstly, white employees with a taste for discrimination should report lower levels of job satisfaction the larger the proportion of ethnic minorities at their workplace. Secondly, white employees would have to be compensated by higher wages if required to work alongside ethnic minority co-workers. Both hypotheses are clearly supported for white males in our data, after comprehensively controlling for individual, job, and workplace characteristics. However, the evidence is weaker for females. The white male wage premium for working amongst only ethnic minority co-workers, as compared to working only with whites, is about 12%. Importantly, it appears that neither of these effects operates via realised racial prejudice at the workplace or white employees’ feelings concerning their job security.

Suggested Citation

  • Paul Frijters & Michael A. Shields & Nikolaos Theodoropoulos & Stephen Wheatley Price, 2004. "Testing For Employee Discrimination Using Matched Employer-Employee Data: Theory And Evidence," Department of Economics - Working Papers Series 915, The University of Melbourne.
  • Handle: RePEc:mlb:wpaper:915
    as

    Download full text from publisher

    File URL: https://www.economics.unimelb.edu.au/downloads/wpapers-04/915.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. Daron Acemoglu & Jörn-Steffen Pischke, 1998. "Why Do Firms Train? Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(1), pages 79-119.
    3. Judith K. Hellerstein & David Neumark, 2003. "Ethnicity, Language, and Workplace Segregation: Evidence from a New Matched Employer-Employee Data Set," Annals of Economics and Statistics, GENES, issue 71-72, pages 1-15.
    4. Judith K. Hellerstein & David Neumark, 2008. "Workplace Segregation in the United States: Race, Ethnicity, and Skill," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 459-477, August.
    5. 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.
    6. Freeman, Richard B, 1978. "Job Satisfaction as an Economic Variable," American Economic Review, American Economic Association, vol. 68(2), pages 135-141, May.
    7. Daniel S. Hamermesh, 2001. "The Changing Distribution of Job Satisfaction," Journal of Human Resources, University of Wisconsin Press, vol. 36(1), pages 1-30.
    8. Frijters, Paul, 1999. "Hiring on the Basis of Expected Productivity in a South African Clothing Firm," Oxford Economic Papers, Oxford University Press, vol. 51(2), pages 345-354, April.
    9. Kevin Lang, 1986. "A Language Theory of Discrimination," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 101(2), pages 363-382.
    10. Alison L. Booth & Marco Francesconi & Jeff Frank, 2002. "Temporary Jobs: Stepping Stones Or Dead Ends?," Economic Journal, Royal Economic Society, vol. 112(480), pages 189-213, June.
    11. Shields, Michael A. & Ward, Melanie, 2001. "Improving nurse retention in the National Health Service in England: the impact of job satisfaction on intentions to quit," Journal of Health Economics, Elsevier, vol. 20(5), pages 677-701, September.
    12. Stewart, Mark B, 1983. "Racial Discrimination and Occupational Attainment in Britain," Economic Journal, Royal Economic Society, vol. 93(371), pages 521-541, September.
    13. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 551-575.
    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. Stephen Pudney & Michael Shields, 2000. "Gender, race, pay and promotion in the British nursing profession: estimation of a generalized ordered probit model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(4), pages 367-399.
    16. Dustmann Christian & Preston Ian P, 2007. "Racial and Economic Factors in Attitudes to Immigration," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 7(1), pages 1-41, November.
    17. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, January.
    18. 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.
    19. George A. Akerlof & Rachel E. Kranton, 2000. "Economics and Identity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 715-753.
    20. Frijters, P., 1998. "Discrimination and job-uncertainty," Journal of Economic Behavior & Organization, Elsevier, vol. 36(4), pages 433-446, September.
    21. Barry T. Hirsch & David A. Macpherson, 2004. "Wages, Sorting on Skill, and the Racial Composition of Jobs," Journal of Labor Economics, University of Chicago Press, vol. 22(1), pages 189-210, January.
    22. Stefan Szymanski, 2010. "A Market Test for Discrimination in the English Professional Soccer Leagues," Palgrave Macmillan Books, in: Football Economics and Policy, chapter 6, pages 136-150, Palgrave Macmillan.
    23. Michael A. Shields & Stephen Wheatley Price, 2002. "The Determinants of Racial Harassment at the Workplace: Evidence from the British Nursing Profession," British Journal of Industrial Relations, London School of Economics, vol. 40(1), pages 1-21, March.
    24. Borjas, George J., 1999. "The economic analysis of immigration," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 28, pages 1697-1760, Elsevier.
    25. Blackaby, D. H. & Clark, K. & Leslie, D. G. & Murphy, P. D., 1994. "Black-white male earnings and employment prospects in the 1970s and 1980s evidence for Britain," Economics Letters, Elsevier, vol. 46(3), pages 273-279, November.
    26. repec:bla:obuest:v:62:y:2000:i:0:p:801-35 is not listed on IDEAS
    27. repec:bla:econom:v:69:y:2002:i:274:p:295-26 is not listed on IDEAS
    28. Clark, Andrew E. & Oswald, Andrew J., 1996. "Satisfaction and comparison income," Journal of Public Economics, Elsevier, vol. 61(3), pages 359-381, September.
    29. van Praag, B. M. S. & Frijters, P. & Ferrer-i-Carbonell, A., 2003. "The anatomy of subjective well-being," Journal of Economic Behavior & Organization, Elsevier, vol. 51(1), pages 29-49, May.
    30. Richard Breen & Cecilia Garcia-Penalosa, 2002. "Bayesian Learning and Gender Segregation," Journal of Labor Economics, University of Chicago Press, vol. 20(4), pages 899-922, October.
    31. Rosen, Asa, 1997. "An equilibrium search-matching model of discrimination," European Economic Review, Elsevier, vol. 41(8), pages 1589-1613, August.
    32. 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.
    33. Borjas, George J & Bronars, Stephen G, 1989. "Consumer Discrimination and Self-employment," Journal of Political Economy, University of Chicago Press, vol. 97(3), pages 581-605, June.
    34. Christian Dustmann & Francesca Fabbri, 2003. "Language proficiency and labour market performance of immigrants in the UK," Economic Journal, Royal Economic Society, vol. 113(489), pages 695-717, July.
    35. Andrew E. Clark, 1996. "Job Satisfaction in Britain," British Journal of Industrial Relations, London School of Economics, vol. 34(2), pages 189-217, June.
    36. Dustmann, Christian & Preston, Ian, 2001. "Attitudes to Ethic Minorities, Ethnic Context and Location Decisions," Economic Journal, Royal Economic Society, vol. 111(470), pages 353-373, April.
    37. repec:eee:labchp:v:1:y:1986:i:c:p:693-785 is not listed on IDEAS
    38. Michael A. Shields & Stephen Wheatley Price, "undated". "Racial Harassment, Job Satisfaction and Intentions to Quit: Evidence from the British Nursing Profession," Discussion Papers in Public Sector Economics 01/2, Division of Economics, School of Business, University of Leicester.
    39. Kenneth Arrow, 1971. "The Theory of Discrimination," Working Papers 403, Princeton University, Department of Economics, Industrial Relations Section..
    40. Melanie E. Ward & Peter J. Sloane, 2000. "Non‐pecuniary Advantages Versus Pecuniary Disadvantages; Job Satisfaction Among Male And Female Academics In Scottish Universities," Scottish Journal of Political Economy, Scottish Economic Society, vol. 47(3), pages 273-303, August.
    41. David Blackaby & Stephen Drinkwater & Derek Leslie & Philip Murphy, 1997. "A Picture of Male and Female Unemployment among Britain’s Ethnic Minorities," Scottish Journal of Political Economy, Scottish Economic Society, vol. 44(2), pages 182-197, May.
    42. Carrington, William J & Troske, Kenneth R, 1998. "Interfirm Segregation and the Black/White Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 16(2), pages 231-260, April.
    43. David N. Laband & Bernard F. Lentz, 1998. "The Effects of Sexual Harassment on Job Satisfaction, Earnings, and Turnover among Female Lawyers," ILR Review, Cornell University, ILR School, vol. 51(4), pages 594-607, July.
    44. Kimberly Bayard & Judith Hellerstein & David Neumark & Kenneth Troske, 2003. "New Evidence on Sex Segregation and Sex Differences in Wages from Matched Employee-Employer Data," Journal of Labor Economics, University of Chicago Press, vol. 21(4), pages 887-922, October.
    45. James J. Heckman, 1998. "Detecting Discrimination," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 101-116, Spring.
    46. repec:eee:labchp:v:3:y:1999:i:pb:p:2629-2710 is not listed on IDEAS
    47. Lazear, Edward P & Rosen, Sherwin, 1990. "Male-Female Wage Differentials in Job Ladders," Journal of Labor Economics, University of Chicago Press, vol. 8(1), pages 106-123, January.
    48. Hamermesh, Daniel S., 1999. "LEEping into the future of labor economics: the research potential of linking employer and employee data," Labour Economics, Elsevier, vol. 6(1), pages 25-41, March.
    49. Clark, Andrew E., 1997. "Job satisfaction and gender: Why are women so happy at work?," Labour Economics, Elsevier, vol. 4(4), pages 341-372, December.
    50. Abowd, John M. & Kramarz, Francis, 1999. "The analysis of labor markets using matched employer-employee data," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 40, pages 2629-2710, Elsevier.
    51. 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.
    52. Hwang, Hae-shin & Reed, W Robert & Hubbard, Carlton, 1992. "Compensating Wage Differentials and Unobserved Productivity," Journal of Political Economy, University of Chicago Press, vol. 100(4), pages 835-858, August.
    53. D.H. Blackaby & D.G. Leslie & P.D. Murphy, 2002. "White-ethnic minority earnings and employment differentials in Britain: evidence from the LFS," Oxford Economic Papers, Oxford University Press, vol. 54(2), pages 270-297, April.
    54. 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.
    55. George J. Borjas, 1979. "Job Satisfaction, Wages, and Unions," Journal of Human Resources, University of Wisconsin Press, vol. 14(1), pages 21-40.
    56. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-661, September.
    57. Stephen Pudney & Nikolaos Theodoropoulos, 2006. "Firm-Specific Gender and Ethnicity Pay Differentials in Britain," University of Cyprus Working Papers in Economics 9-2006, University of Cyprus Department of Economics.
    58. repec:bla:scotjp:v:44:y:1997:i:2:p:182-97 is not listed on IDEAS
    59. John S. Heywood & W. S. Siebert & Xiangdong Wei, 2002. "Worker Sorting and Job Satisfaction: The Case of Union and Government Jobs," ILR Review, Cornell University, ILR School, vol. 55(4), pages 595-609, July.
    60. 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.
    61. 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.
    62. Chiswick, Barry R, 1973. "Racial Discrimination in the Labor Market: A Test of Alternative Hypotheses," Journal of Political Economy, University of Chicago Press, vol. 81(6), pages 1330-1352, Nov.-Dec..
    63. Blackaby, D. H. & Leslie, D. G. & Murphy, P. D. & O'Leary, N. C., 1998. "The ethnic wage gap and employment differentials in the 1990s: Evidence for Britain," Economics Letters, Elsevier, vol. 58(1), pages 97-103, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Paul H. Jensen, 2010. "Exploring the Uses of Matched Employer–Employee Datasets," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 43(2), pages 209-216, June.
    2. Bruno Frey & Alois Stutzer, 2005. "Happiness Research: State and Prospects," Review of Social Economy, Taylor & Francis Journals, vol. 63(2), pages 207-228.
    3. Paul Frijters & Michael A. Shields & Stephen Wheatley Price, 2004. "To Teach or not to Teach? Panel Data Evidence on the Quitting Decision," Department of Economics - Working Papers Series 916, The University of Melbourne.
    4. Richard Hobbs & Wanjiru Njoya, 2005. "Regulating the European Labour Market: Prospects and Limitations of a Reflexive Governance Approach," British Journal of Industrial Relations, London School of Economics, vol. 43(2), pages 297-319, June.
    5. Martin Kahanec & Klaus F. Zimmermann (ed.), 2011. "Ethnic Diversity in European Labor Markets," Books, Edward Elgar Publishing, number 13572.
    6. Timothy J. Hatton, 2011. "The Social and Labor Market Outcomes of Ethnic Minorities in the UK," Chapters, in: Martin Kahanec & Klaus F. Zimmermann (ed.), Ethnic Diversity in European Labor Markets, chapter 13, Edward Elgar Publishing.
    7. Kodama, Naomi & Odaki, Kazuhiko, 2013. "Employee Discrimination against Female Executives," CIS Discussion paper series 611, Center for Intergenerational Studies, Institute of Economic Research, Hitotsubashi University.

    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. Paul Frijters & Michael A. Shields & Stephen Wheatley Price & Nikolaos Theodoropoulos, 2006. "Testing for Employee Discrimination in Britain using Matched Employer-Employee Data," University of Cyprus Working Papers in Economics 8-2006, University of Cyprus Department of Economics.
    2. Paul Frijters, 2003. "Testing for Employee Discrimination using Matched Employer-Employee Data: Theory and Evidence," Paul Frijters Discussion Papers 2003-1, School of Economics and Finance, Queensland University of Technology.
    3. 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).
    4. John J. Donohue III, 2005. "The Law and Economics of Antidiscrimination Law," NBER Working Papers 11631, National Bureau of Economic Research, Inc.
    5. 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.
    6. 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.
    7. Damiano Fiorillo & Nunzia Nappo, 2014. "Job satisfaction in Italy: individual characteristics and social relations," International Journal of Social Economics, Emerald Group Publishing Limited, vol. 41(8), pages 683-704, August.
    8. John Forth & Nikolaos Theodoropoulos & Alex Bryson, 2023. "The role of the workplace in ethnic wage differentials," British Journal of Industrial Relations, London School of Economics, vol. 61(2), pages 259-290, June.
    9. Asiedu, Kofi Fred & Folmer, Henk, 2007. "Does Privatization Improve Job Satisfaction? The Case of Ghana," World Development, Elsevier, vol. 35(10), pages 1779-1795, October.
    10. Barr & Oduro, Abena, 2000. "Ethnicity and wage determination in Ghana," Policy Research Working Paper Series 2506, The World Bank.
    11. David Neumark & Harry Holzer, 2000. "Assessing Affirmative Action," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 483-568, September.
    12. Chowdhury, Shyamal & Ooi, Evarn & Slonim, Robert, 2020. "Racial Discrimination and White First Name Adoption: Evidence from a Correspondence Study in the Australian Labour Market," IZA Discussion Papers 13208, Institute of Labor Economics (IZA).
    13. Shields, Michael A. & Ward, Melanie, 2001. "Improving nurse retention in the National Health Service in England: the impact of job satisfaction on intentions to quit," Journal of Health Economics, Elsevier, vol. 20(5), pages 677-701, September.
    14. Michael A. Shields & Melanie E. Ward, "undated". "Improving Nurse Retention in the British National Health Service: The Impact of Job Satisfaction on Intentions to Quit," Discussion Papers in Public Sector Economics 00/3, Division of Economics, School of Business, University of Leicester.
    15. Maarten Vendrik & Christiane Schwieren, 2010. "Identification, screening and stereotyping in labour market discrimination," Journal of Economics, Springer, vol. 99(2), pages 141-171, March.
    16. Antecol, Heather & Cobb-Clark, Deborah, 2006. "The sexual harassment of female active-duty personnel: Effects on job satisfaction and intentions to remain in the military," Journal of Economic Behavior & Organization, Elsevier, vol. 61(1), pages 55-80, September.
    17. Judith K. Hellerstein & David Neumark, 2008. "Workplace Segregation in the United States: Race, Ethnicity, and Skill," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 459-477, August.
    18. Bauer, Thomas K., 2004. "High Performance Workplace Practices and Job Satisfaction: Evidence from Europe," IZA Discussion Papers 1265, Institute of Labor Economics (IZA).
    19. Theodossiou, I. & Zangelidis, A., 2009. "Career prospects and tenure-job satisfaction profiles: Evidence from panel data," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 38(4), pages 648-657, August.
    20. Olivier Baguelin, 2005. "Understanding socio-demographic disparities in the labor market: the case for a motivation-based theory," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00196132, HAL.

    More about this item

    Keywords

    Employee Discrimination; Compensating Differentials; StructuralEstimation; Wages; Job Satisfaction;
    All these keywords.

    JEL classification:

    • J3 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs
    • 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:mlb:wpaper:915. 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: Dandapani Lokanathan (email available below). General contact details of provider: https://edirc.repec.org/data/demelau.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.