Attrition Bias in Economic Relationships Estimated with Matched CPS Files
Short panel data sets constructed by matching individuals across monthly files of the Current Population Survey (CPS) have been used to study a wide range of questions in labor economics. Such panels offer unique advantages. But because the CPS makes no effort to follow movers, these panels exhibit significant attrition, which may lead to bias in longitudinal estimates using matched CPS files. Because the Survey of Income and Program Participation (SIPP) uses essentially the same sampling frame and design as the CPS, but makes substantial efforts to follow individuals that move, we use the SIPP to construct 'data-based' rather than 'model-based' corrections for bias from selective attrition. The approach is applied to a couple of standard economic relationships that have been studied with the CPS specifically union wage differentials and the male marriage wage premium. The results for the longitudinal analysis of union wage effects reveal negligible and statistically insignificant evidence of attrition bias. In contrast, the longitudinal analysis of the marriage premium for males finds statistically significant evidence of attrition bias, although the amount of bias does not seem to be serious in an economic sense. We regard the evidence as suggesting that in many applications the advantages of using matched CPS panels to obtain longitudinal estimates are likely to far outweigh the disadvantages from attrition biases, although we should allow for the possibility that attrition bias leads the longitudinal estimates to be understated.
|Date of creation:||Dec 2001|
|Publication status:||published as Neumark, David and Daiji Kawaguchi. "Attrition Bias In Labor Economics Research Using Matched CPS Files," Journal of Economic and Social Measurement, 2004, v29(4), 445-472.|
|Contact details of provider:|| Postal: National Bureau of Economic Research, 1050 Massachusetts Avenue Cambridge, MA 02138, U.S.A.|
Web page: http://www.nber.org
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- David Neumark & William Wascher, 1995. "The Effects of Minimum Wages on Teenage Employment and Enrollment: Evidence from Matched CPS Surveys," NBER Working Papers 5092, National Bureau of Economic Research, Inc.
- O'Connell, Philip J. & Russell, Helen & FitzGerald, John, 2006. "Human Resources," Book Chapters,in: Morgenroth, Edgar (ed.), Ex-Ante Evaluation of the Investment Priorities for the National Development Plan 2007-2013 Economic and Social Research Institute (ESRI).
- Freeman, Richard B, 1984.
"Longitudinal Analyses of the Effects of Trade Unions,"
Journal of Labor Economics,
University of Chicago Press, vol. 2(1), pages 1-26, January.
- Richard B. Freeman, 1983. "Longitudinal Analyses of the Effects of Trade Unions," NBER Working Papers 1207, National Bureau of Economic Research, Inc.
- Freeman, Richard Barry, 1984. "Longitudinal Analyses of the Effects of Trade Unions," Scholarly Articles 4631951, Harvard University Department of Economics.
- David Neumark & Mark Schweitzer & William Wascher, 2005. "The Effects of Minimum Wages on the Distribution of Family Incomes: A Nonparametric Analysis," Journal of Human Resources, University of Wisconsin Press, vol. 40(4), pages 867-894.
- David Neumark & Mark Schweitzer & William Wascher, 1998. "The Effects of Minimum Wages on the Distribution of Family Incomes: A Non-Parametric Analysis," NBER Working Papers 6536, National Bureau of Economic Research, Inc.
- David Neumark & Mark E. Schweitzer & William L. Wascher, 2004. "The effects of minimum wages on the distribution of family incomes: a nonparametric analysis," Working Paper 0412, Federal Reserve Bank of Cleveland.
- Thomas MaCurdy & Thomas Mroz & R. Mark Gritz, 1998. "An Evaluation of the National Longitudinal Survey on Youth," Journal of Human Resources, University of Wisconsin Press, vol. 33(2), pages 345-436.
- Peracchi, Franco & Welch, Finis, 1995. "How representative are matched cross-sections? Evidence from the Current Population Survey," Journal of Econometrics, Elsevier, vol. 68(1), pages 153-179, July.
- Paracchi, F. & Welch, F., 1992. "How Representative Are Matched Cross Sections? Evidence from the Current Population Survey," Working Papers 92-53, C.V. Starr Center for Applied Economics, New York University.
- Daniel, K., 1991. "Does Marriage Make Men More Productive?," University of Chicago - Economics Research Center 92-2, Chicago - Economics Research Center.
- Brigitte C. Madrian & Lars John Lefgren, 1999. "A Note on Longitudinally Matching Current Population Survey (CPS) Respondents," NBER Technical Working Papers 0247, National Bureau of Economic Research, Inc.
- Sanders Korenman & David Neumark, 1991. "Does Marriage Really Make Men More Productive?," Journal of Human Resources, University of Wisconsin Press, vol. 26(2), pages 282-307.
- David Neumark & Sanders Korenman, 1988. "Does marriage really make men more productive?," Finance and Economics Discussion Series 29, Board of Governors of the Federal Reserve System (U.S.).
- Olsen, Randall J, 1980. "A Least Squares Correction for Selectivity Bias," Econometrica, Econometric Society, vol. 48(7), pages 1815-1820, November.
- Jeffrey S. Gray, 1997. "The Fall in Men's Return to Marriage: Declining Productivity Effects or Changing Selection?," Journal of Human Resources, University of Wisconsin Press, vol. 32(3), pages 481-504.
- Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 31(3), pages 129-137.
- Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-161, January.
- 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.
- George Jakubson, 1991. "Estimation and Testing of the Union Wage Effect Using Panel Data," Review of Economic Studies, Oxford University Press, vol. 58(5), pages 971-991.
- Heckman, James J, 1974. "Shadow Prices, Market Wages, and Labor Supply," Econometrica, Econometric Society, vol. 42(4), pages 679-694, July.
- Sean Becketti & William Gould & Lee Lillard & Finis Welch, 1985. "The Panel Study of Income Dynamics After Fourteen Years: An Evaluation," UCLA Economics Working Papers 361, UCLA Department of Economics.
- David Neumark & Scott Adams, 2003. "Do Living Wage Ordinances Reduce Urban Poverty?," Journal of Human Resources, University of Wisconsin Press, vol. 38(3).
- David Neumark & Scott Adams, 2000. "Do Living Wage Ordinances Reduce Urban Poverty?," NBER Working Papers 7606, National Bureau of Economic Research, Inc.
- Becketti, Sean, et al, 1988. "The Panel Study of Income Dynamics after Fourteen Years: An Evaluatio n," Journal of Labor Economics, University of Chicago Press, vol. 6(4), pages 472-492, October.
- Evangelos M. Falaris & H. Elizabeth Peters, 1998. "Survey Attrition and Schooling Choices," Journal of Human Resources, University of Wisconsin Press, vol. 33(2), pages 531-554.
- Joseph Tracy & Linda Goldberg & Stephanie Aaronson, 1999. "Exchange Rates and Employment Instability: Evidence from Matched CPS Data," American Economic Review, American Economic Association, vol. 89(2), pages 204-210, May.
- Harriet Duleep & Mark Regets, 1997. "Measuring immigrant wage growth using matched CPS files," Demography, Springer;Population Association of America (PAA), vol. 34(2), pages 239-249, May.
- Finis Welch, 1993. "Matching the Current Population Surveys," Stata Technical Bulletin, StataCorp LP, vol. 2(12).
- Chun, Hyunbae & Lee, Injae, 2001. "Why Do Married Men Earn More: Productivity or Marriage Selection?," Economic Inquiry, Western Economic Association International, vol. 39(2), pages 307-319, April. Full references (including those not matched with items on IDEAS)