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Access to college and heterogeneous returns to education in China

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  • Wang, Xiaojun
  • Fleisher, Belton M.
  • Li, Haizheng
  • Li, Shi

Abstract

We apply a semi-parametric latent variable model to estimate selection and sorting effects on the evolution of private returns to schooling for college graduates during China's reform between 1988 and 2002. We find that there were substantial sorting gains under the traditional system, but such gains have dissipated to negligible levels in the most recent data. We take this as evidence of growing influence of private financial constraints on decisions to attend college as tuition costs have risen and the relative importance of government subsidies has declined. The main policy implication of our results is that labor and education reform without concomitant capital market reform and government support for the financially disadvantaged exacerbates increases in inequality inherent in elimination of the traditional “wage-grid”.

Suggested Citation

  • Wang, Xiaojun & Fleisher, Belton M. & Li, Haizheng & Li, Shi, 2014. "Access to college and heterogeneous returns to education in China," Economics of Education Review, Elsevier, vol. 42(C), pages 78-92.
  • Handle: RePEc:eee:ecoedu:v:42:y:2014:i:c:p:78-92
    DOI: 10.1016/j.econedurev.2014.05.006
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    as
    1. Arnaud Chevalier & Colm Harmon & Vincent O’ Sullivan & Ian Walker, 2013. "The impact of parental income and education on the schooling of their children," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 2(1), pages 1-22, December.
    2. Fleisher, Belton M. & Wang, Xiaojun, 2005. "Returns to schooling in China under planning and reform," Journal of Comparative Economics, Elsevier, vol. 33(2), pages 265-277, June.
    3. Willis, Robert J & Rosen, Sherwin, 1979. "Education and Self-Selection," Journal of Political Economy, University of Chicago Press, vol. 87(5), pages 7-36, October.
    4. Daniel Münich & Jan Svejnar & Katherine Terrell, 2005. "Returns to Human Capital Under The Communist Wage Grid and During the Transition to a Market Economy," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 100-123, February.
    5. Pedro Carneiro & Costas Meghir & Matthias Parey, 2013. "Maternal Education, Home Environments, And The Development Of Children And Adolescents," Journal of the European Economic Association, European Economic Association, vol. 11, pages 123-160, January.
    6. Yang, Dennis Tao, 2005. "Determinants of schooling returns during transition: Evidence from Chinese cities," Journal of Comparative Economics, Elsevier, vol. 33(2), pages 244-264, June.
    7. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, May.
    8. Heckman, James J., 2005. "China's human capital investment," China Economic Review, Elsevier, vol. 16(1), pages 50-70.
    9. 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.
    10. Yang, Dennis Tao, 2002. "What has caused regional inequality in China?," China Economic Review, Elsevier, vol. 13(4), pages 331-334, December.
    11. Brainerd, Elizabeth, 1998. "Winners and Losers in Russia's Economic Transition," American Economic Review, American Economic Association, vol. 88(5), pages 1094-1116, December.
    12. Sangui Wang & Dwayne Benjamin & Loren Brandt & John Giles & Yingxing Li & Yun Li, 2007. "Inequality and Poverty in China during Reform," Working Papers PMMA 2007-07, PEP-PMMA.
    13. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    14. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.
    15. Fleisher, Belton M. & Sabirianova, Klara & Wang, Xiaojun, 2005. "Returns to skills and the speed of reforms: Evidence from Central and Eastern Europe, China, and Russia," Journal of Comparative Economics, Elsevier, vol. 33(2), pages 351-370, June.
    16. 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.
    17. Ichimura, Hidehiko & Todd, Petra E., 2007. "Implementing Nonparametric and Semiparametric Estimators," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 74, Elsevier.
    18. Zhu, Rong, 2011. "Individual heterogeneity in returns to education in urban China during 1995-2002," Economics Letters, Elsevier, vol. 113(1), pages 84-87, October.
    19. Orley Ashenfelter & David J. Zimmerman, 1997. "Estimates Of The Returns To Schooling From Sibling Data: Fathers, Sons, And Brothers," The Review of Economics and Statistics, MIT Press, vol. 79(1), pages 1-9, February.
    20. James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
    21. Jones, Derek C. & Ilayperuma Simon, Kosali, 2005. "Wage determination under plan and early transition: Bulgarian evidence using matched employer-employee data," Journal of Comparative Economics, Elsevier, vol. 33(2), pages 227-243, June.
    22. Hannum, Emily & Wang, Meiyan, 2006. "Geography and educational inequality in China," China Economic Review, Elsevier, vol. 17(3), pages 253-265.
    23. repec:lan:wpaper:2156 is not listed on IDEAS
    24. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    25. Li, Haizheng, 2003. "Economic transition and returns to education in China," Economics of Education Review, Elsevier, vol. 22(3), pages 317-328, June.
    26. 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.
    27. Fleisher, Belton M. & Wang, Xiaojun, 2004. "Skill differentials, return to schooling, and market segmentation in a transition economy: the case of Mainland China," Journal of Development Economics, Elsevier, vol. 73(1), pages 315-328, February.
    28. Dennis Tao Yang, 1999. "Urban-Biased Policies and Rising Income Inequality in China," American Economic Review, American Economic Association, vol. 89(2), pages 306-310, May.
    29. Orazem, Peter F & Vodopivec, Milan, 1995. "Winners and Losers in Transition: Returns to Education, Experience, and Gender in Slovenia," The World Bank Economic Review, World Bank, vol. 9(2), pages 201-230, May.
    30. 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.
    31. Esther Duflo, 2000. "Child Health and Household Resources in South Africa: Evidence from the Old Age Pension Program," American Economic Review, American Economic Association, vol. 90(2), pages 393-398, May.
    32. repec:eee:labchp:v:1:y:1986:i:c:p:525-602 is not listed on IDEAS
    33. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc.
    34. Zhang, Junsen & Zhao, Yaohui & Park, Albert & Song, Xiaoqing, 2005. "Economic returns to schooling in urban China, 1988 to 2001," Journal of Comparative Economics, Elsevier, vol. 33(4), pages 730-752, December.
    35. repec:lan:wpaper:2272 is not listed on IDEAS
    36. Meng, Xin & Gregory, R G, 2002. "The Impact of Interrupted Education on Subsequent Educational Attainment: A Cost of the Chinese Cultural Revolution," Economic Development and Cultural Change, University of Chicago Press, vol. 50(4), pages 935-959, July.
    37. Li, Shi & Xing, Chunbing, 2010. "China's Higher Education Expansion and its Labor Market Consequences," IZA Discussion Papers 4974, Institute of Labor Economics (IZA).
    38. Björklund Anders & Lindahl Lena & Lindquist Matthew J., 2010. "What More Than Parental Income, Education and Occupation? An Exploration of What Swedish Siblings Get from Their Parents," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 10(1), pages 1-40, November.
    39. Kristin F. Butcher & Anne Case, 1994. "The Effect of Sibling Sex Composition on Women's Education and Earnings," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(3), pages 531-563.
    40. Griliches, Zvi, 1977. "Estimating the Returns to Schooling: Some Econometric Problems," Econometrica, Econometric Society, vol. 45(1), pages 1-22, January.
    41. Kazuya Wada, 2011. "What Effect Does Female Autonomy Have on Child Health? Microeconometric Evidence from Rural India," Global COE Hi-Stat Discussion Paper Series gd11-202, Institute of Economic Research, Hitotsubashi University.
    42. repec:lan:wpaper:2410 is not listed on IDEAS
    43. 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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    2. Nobuyoshi Kikuchi, 2017. "Marginal Returns to Schooling and Education Policy Change in Japan," ISER Discussion Paper 0996r, Institute of Social and Economic Research, Osaka University, revised Oct 2017.
    3. Castro Campos, Bente & Ren, Yanjun & Petrick, Martin, 2016. "The impact of education on income inequality between ethnic minorities and Han in China," China Economic Review, Elsevier, vol. 41(C), pages 253-267.
    4. Yang, Ruijuan & You, Xuqun & Zhang, Yu & Lian, Ling & Feng, Wei, 2019. "Teachers’ mental health becoming worse: The case of China," International Journal of Educational Development, Elsevier, vol. 70(C), pages 1-1.
    5. Tong, Tingting & Li, Haizheng, 2018. "Demand for MOOC - An Application of Big Data," China Economic Review, Elsevier, vol. 51(C), pages 194-207.
    6. Bollinger, Christopher & Ding, Xiaozhou & Lugauer, Steven, 2022. "The expansion of higher education and household saving in China," China Economic Review, Elsevier, vol. 71(C).
    7. Lijia Guo & Jiashun Huang & You Zhang, 2019. "Education Development in China: Education Return, Quality, and Equity," Sustainability, MDPI, vol. 11(13), pages 1-20, July.
    8. Li, Haizheng & Liu, Qinyi & Su, Yan & Ederer, Peer, 2023. "Policy initiatives, self-sorting, and labor market effects of tertiary education for adult workers," Journal of Economic Behavior & Organization, Elsevier, vol. 209(C), pages 205-221.
    9. Hu, Chenxu & Bollinger, Christopher, 2021. "Effects of cohort size on college premium: Evidence from China's higher education expansion," China Economic Review, Elsevier, vol. 70(C).
    10. Leonardo Fabio Morales & Christian Posso & Luz A. Flórez, 2021. "Heterogeneity in the Returns to Tertiary Education for the Disadvantage Youth: Quality vs. Quantity Analysis," Borradores de Economia 1150, Banco de la Republica de Colombia.

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    More about this item

    Keywords

    Return to schooling; Selection bias; Sorting gain; Heterogeneity; Financial constraints; Comparative advantage; China;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

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