Estimating returns to education when the IV sample is selective
AbstractThe 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. By 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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Bibliographic InfoArticle provided by Elsevier in its journal Labour Economics.
Volume (Year): 21 (2013)
Issue (Month): C ()
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Web page: http://www.elsevier.com/locate/labeco
Returns to education; Sample selection; Instrument variable estimation; Chinese labor market; Generalized nonparametric estimation;
Other versions of this item:
- Wang, Le, 2012. "Estimating Returns to Education when the IV Sample is Selective," IZA Discussion Papers 7103, Institute for the Study of Labor (IZA).
- 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
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.:
- 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.
- Jeffrey M Wooldridge, 2010.
"Econometric Analysis of Cross Section and Panel Data,"
MIT Press Books,
The MIT Press,
edition 2, volume 1, number 0262232588, June.
- Jeffrey M. Wooldridge, 2001. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262232197, June.
- 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.
- 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.
- 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.
- Cheng Hsiao & Qi Li & Jeff Racine, 2006.
"A Consistent Model Specification Test with Mixed Discrete and Continuous Data,"
IEPR Working Papers
06.47, Institute of Economic Policy Research (IEPR).
- 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.
- Wang, Le, 2011.
"How Does Education Affect the Earnings Distribution in Urban China?,"
IZA Discussion Papers
6173, Institute for the Study of Labor (IZA).
- 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.
- Monique de Haan, 2005.
"Birth Order, Family Size and Educational Attainment,"
Tinbergen Institute Discussion Papers
05-116/3, Tinbergen Institute.
- de Haan, Monique, 2010. "Birth order, family size and educational attainment," Economics of Education Review, Elsevier, vol. 29(4), pages 576-588, August.
- 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.
- Lei, Xiaoyan & Strauss, John & Tian, Meng & Zhao, Yaohui, 2011. "Living Arrangements of the Elderly in China: Evidence from CHARLS," IZA Discussion Papers 6249, Institute for the Study of Labor (IZA).
- Mogstad, M. & Wiswall, M., 2012.
"Instrumental variables estimation with partially missing instruments,"
Elsevier, vol. 114(2), pages 186-189.
- Mogstad, Magne & Wiswall, Matthew, 2010. "Instrumental Variables Estimation with Partially Missing Instruments," IZA Discussion Papers 4689, Institute for the Study of Labor (IZA).
- 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).
- Belton Fleisher & Xiaojun Wang & Haizheng Li & Shi Li, 2009. "Access to Higher Education and Inequality: The Chinese Experiment," Working Papers 09-02, Ohio State University, Department of Economics.
- Qi Li & Jeffrey Scott Racine, 2006. "Nonparametric Econometrics: Theory and Practice," Economics Books, Princeton University Press, edition 1, volume 1, number 8355, May.
- Wenshu Gao & Russell Smyth, 2009.
"Economic Returns to Speaking ‘Standard Mandarin’ Among Migrants in China’s Urban Labour Market,"
Monash Economics Working Papers
28-09, Monash University, Department of Economics.
- 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.
- Flabbi, Luca & Paternostro, Stefano & Tiongson, Erwin R., 2007.
"Returns to education in the economic transition : a systematic assessment using comparable data,"
Policy Research Working Paper Series
4225, The World Bank.
- 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.
- Hoogerheide, Lennart & Block, Joern H. & Thurik, Roy, 2012.
"Family background variables as instruments for education in income regressions: A Bayesian analysis,"
Economics of Education Review,
Elsevier, vol. 31(5), pages 515-523.
- Lennart Hoogerheide & Joern H. Block & Roy Thurik, 2010. "Family Background Variables as Instruments for Education in Income Regressions: A Bayesian Analysis," Tinbergen Institute Discussion Papers 10-075/3, Tinbergen Institute.
- 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.
- Li, Haizheng, 2003. "Economic transition and returns to education in China," Economics of Education Review, Elsevier, vol. 22(3), pages 317-328, June.
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