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Measures of human capital and the mechanics of economic growth

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  • Zhang, Xiaobei
  • Wang, Xiaojun

Abstract

We examine the mechanism by which human capital affects economic growth and convergence, using provincial level panel data from China. We specify alternative measures of human capital and apply them to an enhanced growth model, which we estimate parametrically, nonparametrically, and with a threshold model. Our results show that economic convergence is pronouncedly conditional on human capital across all measures. The positive “benefit of being backward” due to lower initial income is almost trumped by the negative impact of low levels of human capital in the poorest areas.

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  • Zhang, Xiaobei & Wang, Xiaojun, 2021. "Measures of human capital and the mechanics of economic growth," China Economic Review, Elsevier, vol. 68(C).
  • Handle: RePEc:eee:chieco:v:68:y:2021:i:c:s1043951x21000596
    DOI: 10.1016/j.chieco.2021.101641
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    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Human Capital and the Wealth of Nations," American Economic Review, American Economic Association, vol. 104(9), pages 2736-2762, September.
    3. Robert E. Lucas Jr., 2015. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 105(5), pages 85-88, May.
    4. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, Oxford University Press, vol. 114(1), pages 83-116.
    5. Seo, Myung Hwan & Shin, Yongcheol, 2016. "Dynamic panels with threshold effect and endogeneity," Journal of Econometrics, Elsevier, vol. 195(2), pages 169-186.
    6. Hansen, Bruce E, 1996. "Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis," Econometrica, Econometric Society, vol. 64(2), pages 413-430, March.
    7. 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.
    8. Hanushek, Eric A. & Woessmann, Ludger, 2012. "Schooling, educational achievement, and the Latin American growth puzzle," Journal of Development Economics, Elsevier, vol. 99(2), pages 497-512.
    9. Ann Owen & Julio Videras & Lewis Davis, 2009. "Do all countries follow the same growth process?," Journal of Economic Growth, Springer, vol. 14(4), pages 265-286, December.
    10. Ketteni, Elena & Mamuneas, Theofanis P. & Stengos, Thanasis, 2007. "Nonlinearities in economic growth: A semiparametric approach applied to information technology data," Journal of Macroeconomics, Elsevier, vol. 29(3), pages 555-568, September.
    11. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    12. 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.
    13. Andreas Savvides & Theofanis P. Mamuneas & Thanasis Stengos, 2006. "Economic development and the return to human capital: a smooth coefficient semiparametric approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(1), pages 111-132.
    14. Hansen, Bruce E., 1999. "Threshold effects in non-dynamic panels: Estimation, testing, and inference," Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
    15. Robinson, Peter M, 1988. "Root- N-Consistent Semiparametric Regression," Econometrica, Econometric Society, vol. 56(4), pages 931-954, July.
    16. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, Oxford University Press, vol. 106(2), pages 407-443.
    17. Jorgenson, Dale W & Fraumeni, Barbara M, 1992. " Investment in Education and U.S. Economic Growth," Scandinavian Journal of Economics, Wiley Blackwell, vol. 94(0), pages 51-70, Supplemen.
    18. Barro, Robert J & Sala-i-Martin, Xavier, 1992. "Convergence," Journal of Political Economy, University of Chicago Press, vol. 100(2), pages 223-251, April.
      • Barro, R.J. & Sala-I-Martin, X., 1991. "Convergence," Papers 645, Yale - Economic Growth Center.
      • Barro, Robert J. & Sala-i-Martin, Xavier, 1992. "Convergence," Scholarly Articles 3451299, Harvard University Department of Economics.
    19. Harald Badinger & Werner Muller & Gabriele Tondl, 2004. "Regional Convergence in the European Union, 1985- 1999: A Spatial Dynamic Panel Analysis," Regional Studies, Taylor & Francis Journals, vol. 38(3), pages 241-253.
    20. Fraumeni, Barbara M. & He, Junzi & Li, Haizheng & Liu, Qinyi, 2019. "Regional distribution and dynamics of human capital in China 1985–2014," Journal of Comparative Economics, Elsevier, vol. 47(4), pages 853-866.
    21. Chad Turner & Robert Tamura & Sean Mulholland, 2013. "How important are human capital, physical capital and total factor productivity for determining state economic growth in the United States, 1840–2000?," Journal of Economic Growth, Springer, vol. 18(4), pages 319-371, December.
    22. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, Oxford University Press, vol. 128(1), pages 105-164.
    23. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 70(1), pages 65-94.
    24. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    25. Glauben, Thomas & Herzfeld, Thomas & Rozelle, Scott & Wang, Xiaobing, 2012. "Persistent Poverty in Rural China: Where, Why, and How to Escape?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, pages 784-795.
    26. Durlauf, Steven N & Johnson, Paul A, 1995. "Multiple Regimes and Cross-Country Growth Behaviour," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(4), pages 365-384, Oct.-Dec..
    27. Winford H. Masanjala & Chris Papageorgiou, 2004. "The Solow model with CES technology: nonlinearities and parameter heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 171-201.
    28. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    29. Dale W. Jorgenson & Barbara M. Fraumeni, 1992. "The Output of the Education Sector," NBER Chapters, in: Output Measurement in the Service Sectors, pages 303-341, National Bureau of Economic Research, Inc.
    30. Torben M Andersen, 2015. "Human Capital, Inequality and Growth," European Economy - Discussion Papers 2015 - 007, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    31. Fabian Eckert, 2019. "Growing Apart: Tradable Services and the Fragmentation of the U.S. Economy," 2019 Meeting Papers 307, Society for Economic Dynamics.
    32. Brandt, Loren & Holz, Carsten A, 2006. "Spatial Price Differences in China: Estimates and Implications," Economic Development and Cultural Change, University of Chicago Press, vol. 55(1), pages 43-86, October.
    33. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 107(2), pages 407-437.
    34. 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.
    35. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    36. Robert J. Barro, 2015. "Convergence and Modernisation," Economic Journal, Royal Economic Society, vol. 125(585), pages 911-942, June.
    37. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    38. Bloom, David E & Canning, David & Sevilla, Jaypee, 2003. "Geography and Poverty Traps," Journal of Economic Growth, Springer, vol. 8(4), pages 355-378, December.
    39. Francesco Caselli & Wilbur John Coleman II, 2001. "The U.S. Structural Transformation and Regional Convergence: A Reinterpretation," Journal of Political Economy, University of Chicago Press, vol. 109(3), pages 584-616, June.
    40. John W. Kendrick, 1976. "The Formation and Stocks of Total Capital," NBER Books, National Bureau of Economic Research, Inc, number kend76-1.
    41. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    42. 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.
    43. Robert J. Barro & Xavier Sala-i-Martin, 1991. "Convergence across States and Regions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(1), pages 107-182.
    44. Prescott, Edward C, 1998. "Needed: A Theory of Total Factor Productivity," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(3), pages 525-551, August.
    45. Simone Sasso & Jo Ritzen, 2019. "Sectoral cognitive skills, R&D, and productivity: a cross-country cross-sector analysis," Education Economics, Taylor & Francis Journals, vol. 27(1), pages 35-51, January.
    46. Cohen-Cole, Ethan B. & Durlauf, Steven N. & Rondina, Giacomo, 2012. "Nonlinearities in growth: From evidence to policy," Journal of Macroeconomics, Elsevier, vol. 34(1), pages 42-58.
    47. Edward L. Glaeser & Ming Lu, 2018. "Human-Capital Externalities in China," NBER Working Papers 24925, National Bureau of Economic Research, Inc.
    48. Peter J. Klenow & Andrés Rodríguez-Clare, 1997. "The Neoclassical Revival in Growth Economics: Has It Gone Too Far?," NBER Chapters, in: NBER Macroeconomics Annual 1997, Volume 12, pages 73-114, National Bureau of Economic Research, Inc.
    49. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    50. Kalaitzidakis, Pantelis & Mamuneas, Theofanis P. & Savvides, Andreas & Stengos, Thanasis, 2001. "Measures of Human Capital and Nonlinearities in Economic Growth," Journal of Economic Growth, Springer, vol. 6(3), pages 229-254, September.
    51. Benjamin F. Jones, 2014. "The Human Capital Stock: A Generalized Approach," American Economic Review, American Economic Association, vol. 104(11), pages 3752-3777, November.
    52. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1.
    53. Guanghua Wan & Peter J. Morgan & Robert J. Barro, 2016. "Economic Growth and Convergence, Applied to China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 24(5), pages 5-19, September.
    54. Yatchew,Adonis, 2003. "Semiparametric Regression for the Applied Econometrician," Cambridge Books, Cambridge University Press, number 9780521012263.
    55. Robert J. Barro, 2016. "Economic Growth and Convergence, Applied Especially to China," NBER Working Papers 21872, National Bureau of Economic Research, Inc.
    56. Fleisher, Belton M. & Hu, Yifan & Li, Haizheng & Kim, Seonghoon, 2011. "Economic transition, higher education and worker productivity in China," Journal of Development Economics, Elsevier, vol. 94(1), pages 86-94, January.
    57. 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.
    58. 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.
    59. Elias Soukiazis & Túlio Cravo, 2008. "Human Capital and the Convergence Process Among Countries," Review of Development Economics, Wiley Blackwell, vol. 12(1), pages 124-142, February.
    60. Manu, Ana-Simona & McAdam, Peter & Willman, Alpo, 2018. "The role of factor substitution and technical progress in China's great expansion," Working Paper Series 2180, European Central Bank.
    61. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Oxford University Press, vol. 58(2), pages 277-297.
    62. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    63. repec:oup:qjecon:v:128:y:2012:i:1:p:165-204 is not listed on IDEAS
    64. John Whalley & Xiliang Zhao, 2013. "The Contribution Of Human Capital To China'S Economic Growth," China Economic Policy Review (CEPR), World Scientific Publishing Co. Pte. Ltd., vol. 2(01), pages 1-22.
    65. Sun, Xiuli & Li, Haizheng & Ghosal, Vivek, 2020. "Firm-level human capital and innovation: Evidence from China," China Economic Review, Elsevier, vol. 59(C).
    66. Hanushek, Eric A., 2013. "Economic growth in developing countries: The role of human capital," Economics of Education Review, Elsevier, vol. 37(C), pages 204-212.
    67. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, Oxford University Press, vol. 105(2), pages 501-526.
    68. Li, Haizheng & Liu, Qinyi & Li, Bo & Fraumeni, Barbara & Zhang, Xiaobei, 2014. "Human capital estimates in China: New panel data 1985–2010," China Economic Review, Elsevier, vol. 30(C), pages 397-418.
    69. Nazrul Islam, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, Oxford University Press, vol. 110(4), pages 1127-1170.
    70. Giovanni Peri, 2005. "Determinants of Knowledge Flows and Their Effect on Innovation," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 308-322, May.
    71. Lin, Chen & Lin, Ping & Song, Frank M. & Li, Chuntao, 2011. "Managerial incentives, CEO characteristics and corporate innovation in China's private sector," Journal of Comparative Economics, Elsevier, vol. 39(2), pages 176-190, June.
    72. 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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