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Selection Bias, Comparative Advantage and Heterogeneous Returns to Education: Evidence from China in 2000

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  • Heckman, James J.

    (University of Chicago)

  • Li, Xuesong

    (Chinese Academy of Social Sciences)

Abstract

This paper uses newly available Chinese micro data to estimate the return to college education for late 20th century China when allowing for heterogeneous returns among individuals selecting into schooling based on these differences. We use recently developed semiparametric methods to identify the parameters of interest. We demonstrate that heterogeneity among people in returns to schooling is substantial. People sort into schooling on the basis of the principle of comparative advantage, which we document to be an empirically important phenomenon in modern Chinese labor markets. Standard least squares or instrumental variable methods do not properly account for this sorting. Using new methods that do, we estimate the effect on earnings of sending a randomly selected person to college is a 43% increase in lifetime earnings (nearly 11% annually) in 2000 for young people in urban areas of six provinces of China. The effect of college on those who go is 13%. Our evidence, and simple least squares evidence, suggests that after 20-plus years of economic reform with market orientation, the return to education has increased substantially in China, compared to the returns measured in the 1980’s and the early 1990’s.

Suggested Citation

  • Heckman, James J. & Li, Xuesong, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education: Evidence from China in 2000," IZA Discussion Papers 829, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp829
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    1. Pedro Carneiro & James J. Heckman, 2002. "The Evidence on Credit Constraints in Post--secondary Schooling," Economic Journal, Royal Economic Society, vol. 112(482), pages 705-734, October.
    2. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc.
    3. James Heckman & Salvador Navarro-Lozano, 2004. "Using Matching, Instrumental Variables, and Control Functions to Estimate Economic Choice Models," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 30-57, February.
    4. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2003. "Fifty Years of Mincer Earnings Regressions," NBER Working Papers 9732, National Bureau of Economic Research, Inc.
    5. Griliches, Zvi, 1977. "Estimating the Returns to Schooling: Some Econometric Problems," Econometrica, Econometric Society, vol. 45(1), pages 1-22, January.
    6. James Heckman, 1997. "Instrumental Variables: A Study of Implicit Behavioral Assumptions Used in Making Program Evaluations," Journal of Human Resources, University of Wisconsin Press, vol. 32(3), pages 441-462.
    7. Bjorklund, Anders & Moffitt, Robert, 1987. "The Estimation of Wage Gains and Welfare Gains in Self-selection," The Review of Economics and Statistics, MIT Press, vol. 69(1), pages 42-49, February.
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    Cited by:

    1. 岩﨑, 一郎 & Iwasaki, Ichiro & 馬, 欣欣 & Ma, Xin Xin, 2019. "現代中国における男女賃金格差: メタ分析による接近," Discussion Paper Series 689, Institute of Economic Research, Hitotsubashi University.
    2. Emanuela di Gropello, 2006. "Meeting the Challenges of Secondary Education in Latin America and East Asia : Improving Efficiency and Resource Mobilization," World Bank Publications - Books, The World Bank Group, number 7173, December.
    3. GOH, Chor-ching & LUO, Xubei & ZHU, Nong, 2009. "Income growth, inequality and poverty reduction: A case study of eight provinces in China," China Economic Review, Elsevier, vol. 20(3), pages 485-496, September.
    4. Adam Wagstaff, 2009. "Reranking and Pro-Poor Growth: Decompositions for China and Vietnam," Journal of Development Studies, Taylor & Francis Journals, vol. 45(9), pages 1403-1425.
    5. B. Müge Tunaer & Yaprak Gülcan, 2006. "Measuring Returns to Education in Turkey," Papers of the Annual IUE-SUNY Cortland Conference in Economics, in: Oguz Esen & Ayla Ogus (ed.), Proceedings of the Conference on Human and Economic Resources, pages 66-71, Izmir University of Economics.
    6. Rita Almeida & Marta Faria, 2014. "The wage returns to on-the-job training: evidence from matched employer-employee data," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 3(1), pages 1-33, December.
    7. Alejos, Luis Alejandro, 2006. "La elección del sector laboral y los retornos a la educación en Guatemala [Labour Sector Choice and the Returns to Education in Guatemala]," MPRA Paper 42756, University Library of Munich, Germany.
    8. Chengfang Liu & Ye Li & Shaoping Li & Renfu Luo & Linxiu Zhang & Scott Rozelle & Spencer Hagist & Jack Hou, 2020. "The returns to education in rural China: Some new estimates," Australian Journal of Agricultural and Resource Economics, Australian Agricultural and Resource Economics Society, vol. 64(1), pages 189-208, January.
    9. Tavneet Suri, 2009. "Selection and Comparative Advantage in Technology Adoption," NBER Working Papers 15346, National Bureau of Economic Research, Inc.
    10. Tavneet Suri, 2006. "Selection and Comparative Advantage in Technology Adoption," Working Papers 944, Economic Growth Center, Yale University.
    11. LILLO, Adelaida & CASADO-DÍAZ, José M., 2010. "On The Rewards To Education In Spain: Endogeneity And Regional Differences," Regional and Sectoral Economic Studies, Euro-American Association of Economic Development, vol. 10(3).
    12. Almas Heshmati & Biwei Su, 2013. "Development and Sources of Labor Productivity in Chinese Provinces," China Economic Policy Review (CEPR), World Scientific Publishing Co. Pte. Ltd., vol. 2(02), pages 1-30.
    13. Ming LU & Hong GAO, 2011. "Labour market transition, income inequality and economic growth in China," International Labour Review, International Labour Organization, vol. 150(1-2), pages 101-126, June.
    14. Suri, Tavneet, 2006. "Selection and Comparative Advantage in Technology Adoption," Center Discussion Papers 28445, Yale University, Economic Growth Center.
    15. Kyui, Natalia, 2016. "Expansion of higher education, employment and wages: Evidence from the Russian Transition," Labour Economics, Elsevier, vol. 39(C), pages 68-87.
    16. Jos Van Ommeren & Mihails Hazans, 2008. "Workers' Valuation of the Remaining Employment Contract Duration," Economica, London School of Economics and Political Science, vol. 75(297), pages 116-139, February.
    17. Dandan Zhang & Xin Li & Jinjun Xue, 2015. "Education Inequality between Rural and Urban Areas of the People's Republic of China, Migrants’ Children Education, and Some Implications," Asian Development Review, MIT Press, vol. 32(1), pages 196-224, March.
    18. M. Shahe Emran & Fenohasina Maret-Rakotondrazaka & Stephen C. Smith, 2014. "Education and Freedom of Choice: Evidence from Arranged Marriages in Vietnam," Journal of Development Studies, Taylor & Francis Journals, vol. 50(4), pages 481-501, April.
    19. Uwaifo, Ruth, 2006. "Africa's Education Enigma? The Nigerian story," 2006 Annual meeting, July 23-26, Long Beach, CA 21254, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    20. JongSoo Lee & Bit Na Choi, 2023. "A Study on Regional Return to Education in South Korea: Comparison of Male and Female Wages," WORKING PAPERS SERIES IN THEORETICAL AND APPLIED ECONOMICS 202311, University of Kansas, Department of Economics, revised Nov 2023.
    21. Yoav Friedmann & Roni Frish, 2011. "The Effect of The Liquidity Constraint On The Accessibility of Higher Education in Israel," Israel Economic Review, Bank of Israel, vol. 8(2), pages 91-120.
    22. Arnold C. Harberger & Sylvia Guillermo-Peón, 2012. "Estimating Private Returns to Education in Mexico," Latin American Journal of Economics-formerly Cuadernos de Economía, Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 49(1), pages 1-35, May.
    23. Luo, Xubei & Zhu, Nong, 2008. "Rising income inequality in China : a race to the top," Policy Research Working Paper Series 4700, The World Bank.

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    Keywords

    returns to education; education;

    JEL classification:

    • 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

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