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Growth channels of human capital: A Chinese panel data study

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  • Li, Tingting
  • Wang, Yong

Abstract

This paper studies the growth channels of human capital using the provincial level panel data in post-reform China. Specifically, it aims at distinguishing between the “factor-accumulation channel,” whereby human capital augments production as an input factor, and the “productivity channel,” whereby human capital affects output by raising total factor productivity. Our system GMM estimation results support the hypothesis that different types of human capital affect economic growth through different channels: Basic human capital contributes to growth via the “factor-accumulation channel” and advanced human capital via the “productivity channel,” both individually and simultaneously.

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  • Li, Tingting & Wang, Yong, 2018. "Growth channels of human capital: A Chinese panel data study," China Economic Review, Elsevier, vol. 51(C), pages 309-322.
  • Handle: RePEc:eee:chieco:v:51:y:2018:i:c:p:309-322
    DOI: 10.1016/j.chieco.2016.11.002
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    1. Chen, Jian & Fleisher, Belton M., 1996. "Regional Income Inequality and Economic Growth in China," Journal of Comparative Economics, Elsevier, vol. 22(2), pages 141-164, April.
    2. Sai Ding & John Knight, 2011. "Why has China Grown So Fast? The Role of Physical and Human Capital Formation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 73(2), pages 141-174, April.
    3. Fleisher, Belton M. & Chen, Jian, 1997. "The Coast-Noncoast Income Gap, Productivity, and Regional Economic Policy in China," Journal of Comparative Economics, Elsevier, vol. 25(2), pages 220-236, October.
    4. Fleisher, Belton & Li, Haizheng & Zhao, Min Qiang, 2010. "Human capital, economic growth, and regional inequality in China," Journal of Development Economics, Elsevier, vol. 92(2), pages 215-231, July.
    5. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    6. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    7. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    8. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    9. Robert J. Barro, 1998. "Determinants of Economic Growth: A Cross-Country Empirical Study," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262522543, December.
    10. Angel de la Fuente & Rafael Doménech, 2006. "Human Capital in Growth Regressions: How Much Difference Does Data Quality Make?," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 1-36, March.
    11. Song, Shunfeng & Chu, George S. -F. & Chao, Rongqing, 2000. "Intercity regional disparity in China," China Economic Review, Elsevier, vol. 11(3), pages 246-261.
    12. Casey B. Mulligan & Xavier Sala-i-Martin, 1993. "Transitional Dynamics in Two-Sector Models of Endogenous Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 739-773.
    13. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    14. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    15. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    16. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    17. LI, Hongyi & HUANG, Liang, 2009. "Health, education, and economic growth in China: Empirical findings and implications," China Economic Review, Elsevier, vol. 20(3), pages 374-387, September.
    18. LAU, Chi Keung Marco, 2010. "New evidence about regional income divergence in China," China Economic Review, Elsevier, vol. 21(2), pages 293-309, June.
    19. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2006. "Growth, distance to frontier and composition of human capital," Journal of Economic Growth, Springer, vol. 11(2), pages 97-127, June.
    20. 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.
    21. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    22. Haizheng Li & Yunling Liang & Barbara M. Fraumeni & Zhiqiang Liu & Xiaojun Wang, 2013. "Human Capital In China, 1985–2008," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 59(2), pages 212-234, June.
    23. Zhang, Chuanguo & Zhuang, Lihuan, 2011. "The composition of human capital and economic growth: Evidence from China using dynamic panel data analysis," China Economic Review, Elsevier, vol. 22(1), pages 165-171, March.
    24. John Whalley & Xiliang Zhao, 2010. "The Contribution of Human Capital to China's Economic Growth," NBER Working Papers 16592, National Bureau of Economic Research, Inc.
    25. Wang, Yan & Yao, Yudong, 2003. "Sources of China's economic growth 1952-1999: incorporating human capital accumulation," China Economic Review, Elsevier, vol. 14(1), pages 32-52.
    26. Yao, Shujie & Zhang, Zongyi, 2001. "On Regional Inequality and Diverging Clubs: A Case Study of Contemporary China," Journal of Comparative Economics, Elsevier, vol. 29(3), pages 466-484, September.
    27. Li, Tingting & Lai, Jennifer T. & Wang, Yong & Zhao, Dingtao, 2016. "Long-run relationship between inequality and growth in post-reform China: New evidence from dynamic panel model," International Review of Economics & Finance, Elsevier, vol. 41(C), pages 238-252.
    28. Yingqi Wei & Xiaming Liu & Haiyan Song & Peter Romilly, 2001. "Endogenous innovation growth theory and regional income convergence in China," Journal of International Development, John Wiley & Sons, Ltd., vol. 13(2), pages 153-168.
    29. Romer, Paul M., 1990. "Human capital and growth: Theory and evidence," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 32(1), pages 251-286, January.
    30. Dale Jorgenson & Barbara M. Fraumeni, 1989. "The Accumulation of Human and Nonhuman Capital, 1948-84," NBER Chapters, in: The Measurement of Saving, Investment, and Wealth, pages 227-286, National Bureau of Economic Research, Inc.
    31. CHI, Wei, 2008. "The role of human capital in China's economic development: Review and new evidence," China Economic Review, Elsevier, vol. 19(3), pages 421-436, September.
    32. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    33. Nazrul Islam, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(4), pages 1127-1170.
    34. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    More about this item

    Keywords

    Human capital; Economic growth; Chinese panel data;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

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