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A Brief Introduction to Human Capital Measures

Author

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  • Liu, Gang

    (Statistics Norway)

  • Fraumeni, Barbara M.

    (Central University of Finance and Economics)

Abstract

There are six major measures of human capital, each of which covers at least 130 countries, all of which are described in this paper. These measures are of two distinct types: monetary and index-based. The two monetary versions are those by the World Bank (Lange et al., 2018) and by the United Nations Environmental Program and the Urban Institute of Kyushu University (Managi and Kumar et al., 2018). The four indicator versions are by the Institute of Health Metrics and Evaluation of the University of Washington (Lim et al., 2018), the United Nations Development Programme (UNDP, 2019), the World Bank (International Bank for Reconstruction and Development and the World Bank, 2018), and the World Economic Forum (World Economic Forum, 2017). In addition to describing each of these six measures, this paper compares them using ranking (Spearman) and level (Pearson) correlations. This paper was written as an introduction to a forthcoming book (Fraumeni, Barbara M., ed., Measuring Human Capital, Academic Press, Cambridge, MA) on human capital in order to help statisticians, researchers, analysts, policy-makers and government officials make an informed choice about which to use as this decision can matter.

Suggested Citation

  • Liu, Gang & Fraumeni, Barbara M., 2020. "A Brief Introduction to Human Capital Measures," IZA Discussion Papers 13494, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp13494
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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. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    3. Jacob Mincer, 1962. "On-the-Job Training: Costs, Returns, and Some Implications," NBER Chapters, in: Investment in Human Beings, pages 50-79, National Bureau of Economic Research, Inc.
    4. Glenn-Marie Lange & Quentin Wodon & Kevin Carey, 2018. "The Changing Wealth of Nations 2018," World Bank Publications - Books, The World Bank Group, number 29001.
    5. 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, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    6. 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.
    7. Gang Liu, 2015. "A stylized satellite account for human capital," Discussion Papers 816, Statistics Norway, Research Department.
    8. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    9. Gary S. Becker, 1962. "Investment in Human Capital: A Theoretical Analysis," NBER Chapters, in: Investment in Human Beings, pages 9-49, National Bureau of Economic Research, Inc.
    10. World Bank, 2011. "The Changing Wealth of Nations : Measuring Sustainable Development in the New Millennium," World Bank Publications - Books, The World Bank Group, number 2252.
    11. 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.
    12. Patrinos,Harry Anthony & Angrist,Noam, 2018. "Global Dataset on Education Quality : A Review and Update (2000-2017)," Policy Research Working Paper Series 8592, The World Bank.
    13. Theodore W. Schultz, 1962. "Reflections on Investment in Man," NBER Chapters, in: Investment in Human Beings, pages 1-8, National Bureau of Economic Research, Inc.
    14. repec:bla:scandj:v:94:y:1992:i:0:p:s51-70 is not listed on IDEAS
    15. Dolan, Paul & Peasgood, Tessa & White, Mathew, 2008. "Do we really know what makes us happy A review of the economic literature on the factors associated with subjective well-being," Journal of Economic Psychology, Elsevier, vol. 29(1), pages 94-122, February.
    16. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66(4), pages 281-281.
    17. 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.
    18. Arrow, Kenneth J. & Dasgupta, Partha & Goulder, Lawrence H. & Mumford, Kevin J. & Oleson, Kirsten, 2013. "Sustainability and the measurement of wealth: further reflections," Environment and Development Economics, Cambridge University Press, vol. 18(4), pages 504-516, August.
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    More about this item

    Keywords

    human capital; international comparisons; methodology; monetary and index-based measures;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O57 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Comparative Studies of Countries

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