On Omitted Variable Bias and Measurement Error in Returns to Schooling Estimates
AbstractLam and Schoeni (1993) consider an equation where earnings are explained by schooling and ability. They assume that ability data are lacking and that schooling is measured with error. The estimate obtained by regressing earnings on schooling thus contains omitted variable bias (OVB), which is positive, and measurement error bias (MEB), which is negative. Adding a family background variable to proxy for ability is claimed to: i) decrease the OVB towards, but not below, zero and ii) make the MEB even more negative. This note claims that while ii) is true, even in the context of multiple family background variables, i) is in general incorrect. The OVB may increase in magnitude and/or change sign. Conditions are provided under which i) holds. A simulation procedure is suggested that will yield consistent estimates of the total bias and its components, conditional upon values on the true return and the measurement error variance.
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Bibliographic InfoPaper provided by Research Institute of Industrial Economics in its series Working Paper Series with number 494.
Length: 19 pages
Date of creation: 05 Mar 1998
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Missing data; Proxy variables; Measurement error; Partial correlations; Simulations;
Find related papers by JEL classification:
- C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
- C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
- J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
This paper has been announced in the following NEP Reports:
- NEP-ALL-1998-05-04 (All new papers)
- NEP-ECM-1998-05-04 (Econometrics)
- NEP-PBE-1998-05-04 (Public Economics)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Welch, Finis, 1975. "Human Capital Theory: Education, Discrimination, and Life Cycles," American Economic Review, American Economic Association, vol. 65(2), pages 63-73, May.
- Griliches, Zvi, 1977. "Estimating the Returns to Schooling: Some Econometric Problems," Econometrica, Econometric Society, vol. 45(1), pages 1-22, January.
- Lam, David & Schoeni, Robert F, 1993.
"Effects of Family Background on Earnings and Returns to Schooling: Evidence from Brazil,"
Journal of Political Economy,
University of Chicago Press, vol. 101(4), pages 710-40, August.
- Lam. D. & Schoeni, R.F., 1996. "Effects on Family Background on Earnings and Returns to Schooling: Evidence from Brazil," Papers 96-13, RAND - Reprint Series.
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