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Estimating Returns to Education when the IV Sample is Selective

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Listed author(s):
  • Wang, Le

    ()

    (University of Oklahoma)

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Abstract

The literature estimating returns to education has often utilized spousal education and parental education as instrument variables (IV). However, due to usual survey designs, both IVs are available only for the individuals whose spouse or parents are present in the same household. The IV estimates based on these selective sub-samples may be inconsistent, even when the IVs satisfy the standard assumptions. In this paper, we examine the empirical relevance of this issue in the Chinese context. To our surprise, unlike the selection issue in other situations, this kind of selection does not appear particularly worrisome, suggesting that the previous IV results are robust. In particular, using China Household Income Project 1995 and 2002, we find that correcting for this potential issue has only a modest impact on the magnitude of the standard IV estimates using parental education as an IV, but a negligible impact on those using spousal education. Using the specification tests proposed, we find that these impacts are generally not statistically significant. These results are further confirmed by our analysis using U.S. data. We believe that these results are of use to both policymakers and practitioners.

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Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 7103.

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Length: 40 pages
Date of creation: Dec 2012
Publication status: published in: Labour Economics, 2013, 21, 74-85
Handle: RePEc:iza:izadps:dp7103
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Keywords: Chinese labor market; returns to education; sample selection; instrument variable estimation;

Other versions of this item:

Find related papers by JEL classification:
  • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
  • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
  • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
  • C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
  • P52 - Economic Systems - - Comparative Economic Systems - - - Comparative Studies of Particular Economies

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  1. Markus Fr–lich, 2004. "Programme Evaluation with Multiple Treatments," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 181-224, 04.
  2. Peter Hall & Qi Li & Jeffrey S. Racine, 2007. "Nonparametric Estimation of Regression Functions in the Presence of Irrelevant Regressors," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 784-789, November.
  3. Strauss, John & Lei, Xiaoyan & Zhao, Yaohui & Tian, Meng, 2011. "Living Arrangements of the Elderly in China: Evidence from CHARLS," Working Papers 866, RAND Corporation.
  4. George Psacharopoulos & Harry Anthony Patrinos, 2004. "Returns to investment in education: a further update," Education Economics, Taylor & Francis Journals, vol. 12(2), pages 111-134.
  5. Lee, Myoung-jae, 2005. "Micro-Econometrics for Policy, Program and Treatment Effects," OUP Catalogue, Oxford University Press, number 9780199267699.
  6. James J. Heckman & Xuesong Li, 2004. "Selection bias, comparative advantage and heterogeneous returns to education: evidence from China in 2000," Pacific Economic Review, Wiley Blackwell, vol. 9(3), pages 155-171, October.
  7. Thomas Lemieux & David Card, 2001. "Education, earnings, and the "Canadian G.I. Bill"," Canadian Journal of Economics, Canadian Economics Association, vol. 34(2), pages 313-344, May.
  8. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, July.
  9. Racine, Jeff & Li, Qi, 2004. "Nonparametric estimation of regression functions with both categorical and continuous data," Journal of Econometrics, Elsevier, vol. 119(1), pages 99-130, March.
  10. Flabbi, Luca & Paternostro, Stefano & Tiongson, Erwin R., 2008. "Returns to education in the economic transition: A systematic assessment using comparable data," Economics of Education Review, Elsevier, vol. 27(6), pages 724-740, December.
  11. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 38(2), pages 112-134.
  12. Trostel, Philip & Walker, Ian & Woolley, Paul, 2002. "Estimates of the economic return to schooling for 28 countries," Labour Economics, Elsevier, vol. 9(1), pages 1-16, February.
  13. Esfandiar Maasoumi & Daniel L. Millimet & Dipanwita Sarkar, 2009. "Who Benefits from Marriage?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 1-33, 02.
  14. Gao, Wenshu & Smyth, Russell, 2011. "Economic returns to speaking 'standard Mandarin' among migrants in China's urban labour market," Economics of Education Review, Elsevier, vol. 30(2), pages 342-352, April.
  15. Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2007. "Access to Higher Education and Inequality: The Chinese Experiment," IZA Discussion Papers 2823, Institute for the Study of Labor (IZA).
  16. Mogstad, M. & Wiswall, M., 2012. "Instrumental variables estimation with partially missing instruments," Economics Letters, Elsevier, vol. 114(2), pages 186-189.
  17. CHEN, Guifu & HAMORI, Shigeyuki, 2009. "Economic returns to schooling in urban China: OLS and the instrumental variables approach," China Economic Review, Elsevier, vol. 20(2), pages 143-152, June.
  18. Le Wang, 2013. "How Does Education Affect the Earnings Distribution in Urban China?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(3), pages 435-454, 06.
  19. Hsiao, Cheng & Li, Qi & Racine, Jeffrey S., 2007. "A consistent model specification test with mixed discrete and continuous data," Journal of Econometrics, Elsevier, vol. 140(2), pages 802-826, October.
  20. Daniel J. Henderson & Chris Papageorgiou & Christopher F. Parmeter, 2012. "Growth Empirics without Parameters," Economic Journal, Royal Economic Society, vol. 122(559), pages 125-154, 03.
  21. G. Reza Arabsheibani & Altay Mussurov, 2007. "Returns to schooling in Kazakhstan," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 15(2), pages 341-364, 04.
  22. de Haan, Monique, 2010. "Birth order, family size and educational attainment," Economics of Education Review, Elsevier, vol. 29(4), pages 576-588, August.
  23. Joshua Angrist & Victor Lavy & Analia Schlosser, 2010. "Multiple Experiments for the Causal Link between the Quantity and Quality of Children," Journal of Labor Economics, University of Chicago Press, vol. 28(4), pages 773-824, October.
  24. Qi Li & Jeffrey Scott Racine, 2006. "Nonparametric Econometrics: Theory and Practice," Economics Books, Princeton University Press, edition 1, number 8355, 09-2014.
  25. Daniel J. Henderson, 2009. "A Non-parametric Examination of Capital-Skill Complementarity," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(4), pages 519-538, 08.
  26. Fleisher, Belton M. & Hu, Yifan & Li, Haizheng & Kim, Seonghoon, 2011. "Economic transition, higher education and worker productivity in China," Journal of Development Economics, Elsevier, vol. 94(1), pages 86-94, January.
  27. Li, Haizheng, 2003. "Economic transition and returns to education in China," Economics of Education Review, Elsevier, vol. 22(3), pages 317-328, June.
  28. Abbigail J. Chiodo & Michael T. Owyang, 2002. "For love or money: why married men make more," The Regional Economist, Federal Reserve Bank of St. Louis, issue Apr, pages 10-11.
  29. Haizheng Li & Yi Luo, 2004. "Reporting errors, ability heterogeneity, and returns to schooling in China," Pacific Economic Review, Wiley Blackwell, vol. 9(3), pages 191-207, October.
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