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Parametric and Semi-parametric Estimations of the Return to Schooling in South Africa

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Author Info
Sonia Bhalotra
Claudia Sanhueza

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Abstract

This paper estimates return to schooling for african and coloured women in South Africa. It compares parametric and semiparametric estimates of the sample selection model for the case of return to schooling. The parametric estimator is the one proposed by Heckman (1979) and the semiparametric estimator proposed by Newey (1991) and Klein and Spady (1993). It also attempts to correct endogeneity and mesurement error by using instruments of schooling. Following recent literature, the paper uses community variables primary and secondary school proximity and availability as instruments. Using instrumental variables increases the return to schooling substantially. Parametric corrections does not change the results but semiparametric corrections increases the return even more

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Paper provided by Econometric Society in its series Econometric Society 2004 Latin American Meetings with number 294.

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Date of creation: 11 Aug 2004
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Handle: RePEc:ecm:latm04:294

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Related research
Keywords: return to schooling; sample selection bias; semiparametric regression; instrumental variables; south africa;

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Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
O55 - Economic Development, Technological Change, and Growth - - Economywide Country Studies - - - Africa

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References listed on IDEAS
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    Other versions:
  2. Griliches, Zvi & Mason, William M, 1972. "Education, Income, and Ability," Journal of Political Economy, University of Chicago Press, vol. 80(3), pages S74-S103, Part II, . [Downloadable!] (restricted)
  3. Angrist, Joshua D & Krueger, Alan B, 1991. "Does Compulsory School Attendance Affect Schooling and Earnings?," The Quarterly Journal of Economics, MIT Press, vol. 106(4), pages 979-1014, November. [Downloadable!] (restricted)
    Other versions:
  4. Uusitalo, R. & Conneely, K., 1998. "Estimating Heterogeneous Treatment Effects in the Becker Schooling Model," University of Helsinki, Department of Economics 435, Department of Economics.
  5. Mwabu, Germano & Schultz, T Paul, 2000. "Wage Premiums for Education and Location of South African Workers, by Gender and Race," Economic Development and Cultural Change, University of Chicago Press, vol. 48(2), pages 307-34, January.
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  7. Lorraine Dearden, 1999. "Qualifications and earnings in Britain: how reliable are conventional OLS estimates of the returns to education?," IFS Working Papers W99/07, Institute for Fiscal Studies. [Downloadable!]
  8. Douglas Staiger & James H. Stock, 1997. "Instrumental Variables Regression with Weak Instruments," Econometrica, Econometric Society, vol. 65(3), pages 557-586, May.
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  9. Klein, Roger W & Spady, Richard H, 1993. "An Efficient Semiparametric Estimator for Binary Response Models," Econometrica, Econometric Society, vol. 61(2), pages 387-421, March. [Downloadable!] (restricted)
  10. David Card, 1993. "Using Geographic Variation in College Proximity to Estimate the Return to Schooling," Working Papers 696, Princeton University, Department of Economics, Industrial Relations Section.. [Downloadable!]
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  11. Simon Appleton, 2000. "Education and health at the household level in sub-Saharan Africa," CID Working Papers 33, Center for International Development at Harvard University. [Downloadable!]
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  12. Blackburn, McKinley L & Neumark, David, 1993. "Omitted-Ability Bias and the Increase in the Return to Schooling," Journal of Labor Economics, University of Chicago Press, vol. 11(3), pages 521-44, July. [Downloadable!] (restricted)
    Other versions:
  13. repec:att:wimass:19901 is not listed on IDEAS
  14. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863 Elsevier. [Downloadable!] (restricted)
  15. Colm Harmon & Ian Walker, 1996. "The Marginal and Average Returns to Schooling"," Working Papers 96/20, University College Dublin, Economics Department. [Downloadable!]
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  16. Harmon, Colm & Walker, Ian, 1995. "Estimates of the Economic Return to Schooling for the United Kingdom," American Economic Review, American Economic Association, vol. 85(5), pages 1278-86, December. [Downloadable!] (restricted)
  17. Harmon, Colm & Walker, Ian, 1999. "The marginal and average returns to schooling in the UK," European Economic Review, Elsevier, vol. 43(4-6), pages 879-887, April. [Downloadable!] (restricted)
  18. J.D. Angrist & Guido W. Imbens & D.B. Rubin, 1993. "Identification of Causal Effects Using Instrumental Variables," NBER Technical Working Papers 0136, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  19. Psacharopoulos, George, 1994. "Returns to investment in education: A global update," World Development, Elsevier, vol. 22(9), pages 1325-1343, September. [Downloadable!] (restricted)
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  20. repec:fth:prinin:317 is not listed on IDEAS
  21. repec:fth:prinin:455 is not listed on IDEAS
  22. Butcher, Kristin F & Case, Anne, 1994. "The Effect of Sibling Sex Composition on Women's Education and Earnings," The Quarterly Journal of Economics, MIT Press, vol. 109(3), pages 531-63, August. [Downloadable!] (restricted)
  23. Glewwe, Paul, 1996. "The relevance of standard estimates of rates of return to schooling for education policy: A critical assessment," Journal of Development Economics, Elsevier, vol. 51(2), pages 267-290, December. [Downloadable!] (restricted)
  24. Maria Fraga O. Martins, 2001. "Parametric and semiparametric estimation of sample selection models: an empirical application to the female labour force in Portugal," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(1), pages 23-39. [Downloadable!]
  25. Griliches, Zvi, 1979. "Sibling Models and Data in Economics: Beginnings of a Survey," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages S37-64, October. [Downloadable!] (restricted)
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  27. Anne Case & Angus Deaton, 1999. "School Inputs And Educational Outcomes In South Africa," The Quarterly Journal of Economics, MIT Press, vol. 114(3), pages 1047-1084, August. [Downloadable!] (restricted)
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