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The effect of income inequality on human capital inequality: Evidence from China

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  • Hu, Zhining

Abstract

This paper studies the effect of income inequality on human capital inequality empirically across 31 provinces, municipalities, and autonomous regions of China during 1996-2018. Using a series of econometric approaches, including the two-way fixed-effect IV panel regression, we find that: (i) growing income inequality is associated with an expansion in human capital inequality, given all other things being equal, and (ii) increasing the growth rate of initial income, as an essential family resource to finance access to schooling, tends to weaken the positive effect of income inequality on human capital inequality. Our results are consistent with the existing theory, showing that impoverished households who have less family resources are more likely to be restrained from accessing better education opportunities under credit market imperfections. Moreover, our results are robust to alternative modeling specifications and estimation methods, including instrumental variables that address the problem of reverse causality arising from human capital inequality.

Suggested Citation

  • Hu, Zhining, 2021. "The effect of income inequality on human capital inequality: Evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 471-489.
  • Handle: RePEc:eee:streco:v:58:y:2021:i:c:p:471-489
    DOI: 10.1016/j.strueco.2021.06.015
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    1. José De Gregorio & Jong–Wha Lee, 2002. "Education and Income Inequality: New Evidence From Cross‐Country Data," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(3), pages 395-416, September.
    2. Daron Acemoglu & David Autor, 2012. "What Does Human Capital Do? A Review of Goldin and Katz's The Race between Education and Technology," Journal of Economic Literature, American Economic Association, vol. 50(2), pages 426-463, June.
    3. Heckman, James J., 2005. "China's human capital investment," China Economic Review, Elsevier, vol. 16(1), pages 50-70.
    4. Adrian Wood, 1997. "How Trade Hurt Unskilled Workers," Palgrave Macmillan Books, in: Jitendralal Borkakoti & Chris Milner (ed.), International Trade and Labour Markets, chapter 7, pages 140-168, Palgrave Macmillan.
    5. Galor, Oded & Tsiddon, Daniel, 1997. "The Distribution of Human Capital and Economic Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 93-124, March.
    6. Ms. Sonali Jain-Chandra & Niny Khor & Rui Mano & Johanna Schauer & Mr. Philippe Wingender & Juzhong Zhuang, 2018. "Inequality in China – Trends, Drivers and Policy Remedies," IMF Working Papers 2018/127, International Monetary Fund.
    7. Markus Brueckner & Daniel Lederman, 2018. "Inequality and economic growth: the role of initial income," Journal of Economic Growth, Springer, vol. 23(3), pages 341-366, September.
    8. Oded Galor & Joseph Zeira, 1993. "Income Distribution and Macroeconomics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(1), pages 35-52.
    9. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    10. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    11. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    12. Roland Benabou, 2002. "Tax and Education Policy in a Heterogeneous-Agent Economy: What Levels of Redistribution Maximize Growth and Efficiency?," Econometrica, Econometric Society, vol. 70(2), pages 481-517, March.
    13. Jong-Wha Lee & Hanol Lee, 2018. "Human capital and income inequality," Journal of the Asia Pacific Economy, Taylor & Francis Journals, vol. 23(4), pages 554-583, October.
    14. Daniele Checchi, 2003. "Inequality in Incomes and Access to Education: A Cross‐country Analysis (1960–95)," LABOUR, CEIS, vol. 17(2), pages 153-201, June.
    15. Chiu, W Henry, 1998. "Income Inequality, Human Capital Accumulation and Economic Performance," Economic Journal, Royal Economic Society, vol. 108(446), pages 44-59, January.
    16. Lopez, Humberto & Serven, Luis, 2006. "A normal relationship ? Poverty, growth, and inequality," Policy Research Working Paper Series 3814, The World Bank.
    17. James J. Heckman & Junjian Yi, 2012. "Human Capital, Economic Growth, and Inequality in China," NBER Working Papers 18100, National Bureau of Economic Research, Inc.
    18. Muhammad Chani & Sajjad Jan & Zahid Pervaiz & Amatul Chaudhary, 2014. "Human capital inequality and income inequality: testing for causality," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(1), pages 149-156, January.
    19. Hansen, Christian & Hausman, Jerry & Newey, Whitney, 2008. "Estimation With Many Instrumental Variables," Journal of Business & Economic Statistics, American Statistical Association, vol. 26, pages 398-422.
    20. Gary S. Becker, 1975. "Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education, Second Edition," NBER Books, National Bureau of Economic Research, Inc, number beck75-1, March.
    21. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    22. Ram, Rati, 1990. "Educational Expansion and Schooling Inequality: International Evidence and Some Implications," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 266-274, May.
    23. Oded Galor & Daniel Tsiddon, 1996. "The Distribution of Human Capital and Economic Growth," Working Papers 1996-32, Brown University, Department of Economics.
    24. Thomas, Vinod & Wang, Yan & Fan, Xibo, 2001. "Measuring education inequality - Gini coefficients of education," Policy Research Working Paper Series 2525, The World Bank.
    25. Robert Z. Lawrence & Matthew J. Slaughter, 1993. "International Trade and American Wages in the 1980s: Giant Sucking Sound or Small Hiccup?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 24(2 Microec), pages 161-226.
    26. David Coady & Allan Dizioli, 2018. "Income inequality and education revisited: persistence, endogeneity and heterogeneity," Applied Economics, Taylor & Francis Journals, vol. 50(25), pages 2747-2761, May.
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    Cited by:

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    2. Tao Tang & Lizeth Cuesta & Brayan Tillaguango & Rafael Alvarado & Abdul Rehman & Diana Bravo-Benavides & Natalia Zárate, 2022. "Causal Link between Technological Innovation and Inequality Moderated by Public Spending, Manufacturing, Agricultural Employment, and Export Diversification," Sustainability, MDPI, vol. 14(14), pages 1-25, July.
    3. Dutta, Nabamita & Kar, Saibal & Ray, Shaswata, 2022. "Human Capital and Self-Employment in India: An Empirical Analysis for Different Cohorts," IZA Discussion Papers 15825, Institute of Labor Economics (IZA).
    4. Huang, Xiao & Huang, Shoujun & Shui, Ailun, 2021. "Government spending and intergenerational income mobility: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 191(C), pages 387-414.

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    More about this item

    Keywords

    Human capital inequality; Income inequality; Human capital gini coefficient; Income gini coefficient; Fixed-effect IV panel estimation;
    All these keywords.

    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East

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