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What Is Known about Testing for Discrimination: Lessons Learned by Comparing across Different Markets

  • Stephen L. Ross

    (University of Connecticut)

The paper provides a fairly comprehensive examination of recent empirical work on discrimination within economics. The three major analytical approaches considered are traditional regression analysis of outcomes, paired testing or audits, and finally analysis of performance where higher group performance suggests that a group has been treated disfavorably. The review covers research in the labor, credit, and consumption markets, as well as recent studies of discrimination within the legal system. The review suggests that the validity of interpreting observed racial differences as discrimination depends heavily on whether the analysis is based on a sample that is representative of a population of individuals or households or based on a sample of market transactions, as well as the analyst?s ability to control for heterogeneity within that sample. Heterogeneous firm behavior and differentiated products, such as those found in labor and housing markets, also can confound empirical analyses of discrimination by confusing the allocation of individuals across firms or products with disparate treatment or by ignoring disparate impacts that might arise based on that allocation.

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Paper provided by University of Connecticut, Department of Economics in its series Working papers with number 2003-21.

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Length: 90 pages
Date of creation: Aug 2003
Date of revision: Nov 2003
Handle: RePEc:uct:uconnp:2003-21
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  1. Judith K. Hellerstein & David Neumark & Kenneth R. Troske, 1997. "Market Forces and Sex Discrimination," NBER Working Papers 6321, National Bureau of Economic Research, Inc.
  2. Joseph G. Altonji, 1991. "The Demand for and Return to Education When Education Outcomes are Uncertain," NBER Working Papers 3714, National Bureau of Economic Research, Inc.
  3. 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.
  4. 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.
  5. Kerwin Kofi Charles & Erik Hurst, 2002. "The Transition To Home Ownership And The Black-White Wealth Gap," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 281-297, May.
  6. David M. Cutler & Edward L. Glaeser & Jacob L. Vigdor, 1997. "The Rise and Decline of the American Ghetto," NBER Working Papers 5881, National Bureau of Economic Research, Inc.
  7. James J. Heckman, 1998. "Detecting Discrimination," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 101-116, Spring.
  8. Yinger, John, 1997. "Cash in Your Face: The Cost of Racial and Ethnic Discrimination in Housing," Journal of Urban Economics, Elsevier, vol. 42(3), pages 339-365, November.
  9. Chinhui Juhn, 1992. "Decline of Male Labor Market Participation: The Role of Declining Market Opportunities," The Quarterly Journal of Economics, Oxford University Press, vol. 107(1), pages 79-121.
  10. Roychoudhury, Canopy & Goodman, Allen C., 1992. "An ordered probit model for estimating racial discrimination through fair housing audits," Journal of Housing Economics, Elsevier, vol. 2(4), pages 358-373, December.
  11. O'Neill, June, 1990. "The Role of Human Capital in Earnings Differences between Black and White Men," Journal of Economic Perspectives, American Economic Association, vol. 4(4), pages 25-45, Fall.
  12. Phelps, Edmund S, 1972. "The Statistical Theory of Racism and Sexism," American Economic Review, American Economic Association, vol. 62(4), pages 659-61, September.
  13. Alicia H. Munnell, 1992. "Mortgage lending in Boston: interpreting HMDA data," Working Papers 92-7, Federal Reserve Bank of Boston.
  14. Graddy, Kathryn, 1997. "Do Fast-Food Chains Price Discriminate on the Race and Income Characteristics of an Area?," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(4), pages 391-401, October.
  15. Chambers, Daniel N., 1992. "The racial housing price differential and racially transitional neighborhoods," Journal of Urban Economics, Elsevier, vol. 32(2), pages 214-232, September.
  16. James Johnson & Elisa Bienenstock & Jennifer Stoloff, 1995. "An empirical test of the cultural capital hypothesis," The Review of Black Political Economy, Springer, vol. 23(4), pages 7-27, June.
  17. Marsha Courchane & David Nickerson, 1997. "Discrimination Resulting from Overage Practices," Journal of Financial Services Research, Springer, vol. 11(1), pages 133-151, February.
  18. Brown, Charles & Corcoran, Mary, 1997. "Sex-Based Differences in School Content and the Male-Female Wage Gap," Journal of Labor Economics, University of Chicago Press, vol. 15(3), pages 431-65, July.
  19. Berkovec, James A, et al, 1994. "Race, Redlining, and Residential Mortgage Loan Performance," The Journal of Real Estate Finance and Economics, Springer, vol. 9(3), pages 263-94, November.
  20. Juhn, Chinhui & Murphy, Kevin M, 1997. "Wage Inequality and Family Labor Supply," Journal of Labor Economics, University of Chicago Press, vol. 15(1), pages 72-97, January.
  21. Henry Buist & Peter D. Linneman & Isaac F. Megbolugbe, 1999. "Residential-Mortgage Lending Discrimination and Lender-Risk-Compensating Policies," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(4), pages 695-717.
  22. David Neumark & Harry Holzer, 2000. "Assessing Affirmative Action," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 483-568, September.
  23. Joseph G. Altonji, 1995. "The Effects of High School Curriculum on Education and Labor Market Outcomes," Journal of Human Resources, University of Wisconsin Press, vol. 30(3), pages 409-438.
  24. Stephen V. Cameron & James J. Heckman, 1991. "The Nonequivalence of High School Equivalents," NBER Working Papers 3804, National Bureau of Economic Research, Inc.
  25. Charles F. Manski, 2000. "Economic Analysis of Social Interactions," NBER Working Papers 7580, National Bureau of Economic Research, Inc.
  26. Derek A. Neal & William R. Johnson, 1995. "The Role of Pre-Market Factors in Black-White Wage Differences," NBER Working Papers 5124, National Bureau of Economic Research, Inc.
  27. Kahn, Lawrence M & Sherer, Peter D, 1988. "Racial Differences in Professional Basketball Players' Compensation," Journal of Labor Economics, University of Chicago Press, vol. 6(1), pages 40-61, January.
  28. Page Marianne, 1995. "Racial and Ethnic Discrimination in Urban Housing Markets: Evidence from a Recent Audit Study," Journal of Urban Economics, Elsevier, vol. 38(2), pages 183-206, September.
  29. Courant, Paul N., 1978. "Racial prejudice in a search model of the urban housing market," Journal of Urban Economics, Elsevier, vol. 5(3), pages 329-345, July.
  30. John Bound & Harry J. Holzer, 1991. "Industrial Shifts, Skills Levels, and the Labor Market for White and Black Males," NBER Working Papers 3715, National Bureau of Economic Research, Inc.
  31. Harry J. Holzer & Keith R. Ihlanfeldt, 1998. "Customer Discrimination and Employment Outcomes for Minority Workers," The Quarterly Journal of Economics, Oxford University Press, vol. 113(3), pages 835-867.
  32. Racine, J. & Rilstone, P., 1992. "The Reverse Regression Problem: Statistical Paradox or Artifact of Misspecification," Papers 9204, Laval - Recherche en Politique Economique.
  33. John J. Donohue III & Steven D. Levitt, 1998. "The Impact of Race on Policing, Arrest Patterns, and Crime," NBER Working Papers 6784, National Bureau of Economic Research, Inc.
  34. Becker, Gary S., 1971. "The Economics of Discrimination," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226041162, December.
  35. Joseph G. Altonji & James R. Spletzer, 1991. "Worker characteristics, job characteristics, and the receipt of on-the-job training," Industrial and Labor Relations Review, ILR Review, Cornell University, ILR School, vol. 45(1), pages 58-79, October.
  36. Margery Austin Turner & Stephen L. Ross, 2003. "Housing Discrimination in Metropolitan America: Findings from the Latest National Paired Testing Study," Working papers 2003-08, University of Connecticut, Department of Economics, revised May 2004.
  37. repec:rus:hseeco:9982 is not listed on IDEAS
  38. Michael Conlin & Patrick M. Emerson, 2006. "Discrimination in Hiring Versus Retention and Promotion: An Empirical Analysis of Within-Firm Treatment of Players in the NFL," Journal of Law, Economics and Organization, Oxford University Press, vol. 22(1), pages 115-136, April.
  39. Ihlanfeldt, Keith R. & Scafidi, Benjamin, 2002. "Black Self-Segregation as a Cause of Housing Segregation: Evidence from the Multi-City Study of Urban Inequality," Journal of Urban Economics, Elsevier, vol. 51(2), pages 366-390, March.
  40. Card, David & Lemieux, Thomas, 1996. "Wage dispersion, returns to skill, and black-white wage differentials," Journal of Econometrics, Elsevier, vol. 74(2), pages 319-361, October.
  41. James R. Follain JR & Stephen Malpezzi, 1981. "Another Look at Racial Differences in Housing Prices," Urban Studies, Urban Studies Journal Limited, vol. 18(2), pages 195-203, June.
  42. Song Han, 2004. "Discrimination in Lending: Theory and Evidence," The Journal of Real Estate Finance and Economics, Springer, vol. 29(1), pages 5-46, 07.
  43. Kiel, Katherine A. & Zabel, Jeffrey E., 1996. "House Price Differentials in U.S. Cities: Household and Neighborhood Racial Effects," Journal of Housing Economics, Elsevier, vol. 5(2), pages 143-165, June.
  44. 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 304-21, June.
  45. Jeff Grogger & Eric Eide, 1995. "Changes in College Skills and the Rise in the College Wage Premium," Journal of Human Resources, University of Wisconsin Press, vol. 30(2), pages 280-310.
  46. Lynn Elaine Browne & Geoffrey M.B. Tootell, 1995. "Mortgage lending in Boston: a response to the critics," New England Economic Review, Federal Reserve Bank of Boston, issue Sep, pages 53-78.
  47. Borooah, Vani K., 2001. "Racial bias in police stops and searches: an economic analysis," European Journal of Political Economy, Elsevier, vol. 17(1), pages 17-37, March.
  48. Hellerstein, Judith K & Neumark, David & Troske, Kenneth R, 1999. "Wages, Productivity, and Worker Characteristics: Evidence from Plant-Level Production Functions and Wage Equations," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 409-46, July.
  49. Ondrich, Jan & Stricker, Alex & Yinger, John, 1999. "Do Landlords Discriminate? The Incidence and Causes of Racial Discrimination in Rental Housing Markets," Journal of Housing Economics, Elsevier, vol. 8(3), pages 185-204, September.
  50. 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.
  51. Ann B. Schnare, 1976. "Racial and Ethnic Price Differentials in an Urban Housing Market," Urban Studies, Urban Studies Journal Limited, vol. 13(2), pages 107-120, June.
  52. Epple, Dennis, 1987. "Hedonic Prices and Implicit Markets: Estimating Demand and Supply Functions for Differentiated Products," Journal of Political Economy, University of Chicago Press, vol. 95(1), pages 59-80, February.
  53. 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.
  54. David Card & Alan B. Krueger, 1991. "School Quality and Black-White Relative Earnings: A Direct Assessment," NBER Working Papers 3713, National Bureau of Economic Research, Inc.
  55. Black, Harold & Schweitzer, Robert L & Mandell, Lewis, 1978. "Discrimination in Mortgage Lending," American Economic Review, American Economic Association, vol. 68(2), pages 186-91, May.
  56. Robert Avery & Patricia Beeson & Paul Calem, 1997. "Using HMDA Data as a Regulatory Screen for Fair Lending Compliance," Journal of Financial Services Research, Springer, vol. 11(1), pages 9-42, February.
  57. 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 622-54, June.
  58. Crawford, Gordon W & Rosenblatt, Eric, 1999. "Differences in the Cost of Mortgage Credit Implications for Discrimination," The Journal of Real Estate Finance and Economics, Springer, vol. 19(2), pages 147-59, September.
  59. Stefan Szymanski, 2000. "A Market Test for Discrimination in the English Professional Soccer Leagues," Journal of Political Economy, University of Chicago Press, vol. 108(3), pages 590-603, June.
  60. Bernt Bratsberg & Dek Terrell, 1998. "Experience, Tenure, and Wage Growth of Young Black and White Men," Journal of Human Resources, University of Wisconsin Press, vol. 33(3), pages 658-682.
  61. Mitchell Stengel & Dennis Glennon, 1999. "Evaluating Statistical Models of Mortgage Lending Discrimination: A Bank-Specific Analysis," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(2), pages 299-334.
  62. Randall K. Filer, 1993. "The Usefulness of Predicted Values for Prior Work Experience in Analyzing Labor Market Outcomes for Women," Journal of Human Resources, University of Wisconsin Press, vol. 28(3), pages 519-537.
  63. Leibowitz, A. & Klerman, J.A., 1995. "Explaining Changes in Married Mothers'Employment Over Time," Papers 95-13, RAND - Reprint Series.
  64. Kenney, Genevieve M & Wissoker, Douglas A, 1994. "An Analysis of the Correlates of Discrimination Facing Young Hispanic Job-Seekers," American Economic Review, American Economic Association, vol. 84(3), pages 674-83, June.
  65. Patrick Bayer & Robert McMillan & Kim Rueben, 2005. "Residential Segregation in General Equilibrium," NBER Working Papers 11095, National Bureau of Economic Research, Inc.
  66. William Rodgers & William Spriggs, 1996. "What does the AFQT really measure: Race, wages, schooling and the AFQT score," The Review of Black Political Economy, Springer, vol. 24(4), pages 13-46, June.
  67. Richard L. Peterson, 1981. "An Investigation of Sex Discrimination in Commercial Banks' Direct Consumer Lending," Bell Journal of Economics, The RAND Corporation, vol. 12(2), pages 547-561, Autumn.
  68. Peter Gottschalk, 1997. "Inequality, Income Growth, and Mobility: The Basic Facts," Journal of Economic Perspectives, American Economic Association, vol. 11(2), pages 21-40, Spring.
  69. Gyourko, Joseph & Linneman, Peter & Wachter, Susan, 1999. "Analyzing the Relationships among Race, Wealth, and Home Ownership in America," Journal of Housing Economics, Elsevier, vol. 8(2), pages 63-89, June.
  70. Wood, Robert G & Corcoran, Mary E & Courant, Paul N, 1993. "Pay Differences among the Highly Paid: The Male-Female Earnings Gap in Lawyers' Salaries," Journal of Labor Economics, University of Chicago Press, vol. 11(3), pages 417-41, July.
  71. Duca, John V. & Rosenthal, Stuart S., 1994. "Borrowing constraints and access to owner-occupied housing," Regional Science and Urban Economics, Elsevier, vol. 24(3), pages 301-322, June.
  72. Stephen L. Ross & John Yinger, 2002. "The Color of Credit: Mortgage Discrimination, Research Methodology, and Fair-Lending Enforcement," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262182289, June.
  73. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-90, July.
  74. Schafer, Robert, 1979. "Racial discrimination in the Boston housing market," Journal of Urban Economics, Elsevier, vol. 6(2), pages 176-196, April.
  75. Stephen L Ross, 2000. "Mortgage Lending, Sample Selection and Default," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(4), pages 581-621.
  76. Becker, Gary S, 1993. "Nobel Lecture: The Economic Way of Looking at Behavior," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 385-409, June.
  77. James A. Berkovec & Glenn B. Canner & Stuart A. Gabriel & Timothy H. Hannan, 1994. "Race, redlining, and residential mortgage loan performance," Proceedings, Federal Reserve Bank of Philadelphia, pages 263-298.
  78. Arthur S. Goldberger, 1984. "Reverse Regression and Salary Discrimination," Journal of Human Resources, University of Wisconsin Press, vol. 19(3), pages 293-318.
  79. King, A Thomas & Mieszkowski, Peter, 1973. "Racial Discrimination, Segregation, and the Price of Housing," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 590-606, May-June.
  80. Goldsmith, Arthur H & Veum, Jonathan R & Darity, William, Jr, 1997. "The Impact of Psychological and Human Capital on Wages," Economic Inquiry, Western Economic Association International, vol. 35(4), pages 815-29, October.
  81. Canopy Roychoudhury & Allen C. Goodman, 1996. "Evidence of Racial Discrimination in Different Dimensions of Owner-Occupied Housing Search," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 24(2), pages 161-178.
  82. Paglin, Morton & Rufolo, Anthony M, 1990. "Heterogeneous Human Capital, Occupational Choice, and Male-Female Earnings Differences," Journal of Labor Economics, University of Chicago Press, vol. 8(1), pages 123-44, January.
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