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Issues in Statistical Modelling of Human Capital and Economic Growth Nuxus: A Cross Country Analysis

Author

Listed:
  • Verda Salman
  • Aliya H. Khan
  • Madeeha Gohar Qureshi

    (Pakistan Institute of Development Economics, Islamabad)

Abstract

The human capital and growth relationship has been subject to a lot of debate in economic literature. The empirical growth models are beset with problems ranging from theoretical frameworks and statistical modelling to estimation procedures. Due to non-availability of precise human capital variable, theoretical knowledge fails when pitched against empirical data. This paper is an endeavour to answer four main questions that have prominently figured out in this debate: Is there a direct interplay between human capital and growth or not? Are parametric techniques incapable of capturing nonlinear aspects of human capital-growth relationship as compared to semi parametric techniques? Are estimates of human capital sensitive to proxy of human capital variables? Are estimates of human capital sensitive to estimation techniques? A data of 32 developing countries has been taken as sample for this study. Our findings reveal that human capital has a well established role in accelerating growth through both its ‘level effects’ and ‘rate effects’. The results are not sensitive to definition of education variable but are rather technique dependent. The semi parametric model provides sufficient evidence for non linearity in human capital-growth relationship contrary to parametric models.

Suggested Citation

  • Verda Salman & Aliya H. Khan & Madeeha Gohar Qureshi, 2015. "Issues in Statistical Modelling of Human Capital and Economic Growth Nuxus: A Cross Country Analysis," PIDE-Working Papers 2015:126, Pakistan Institute of Development Economics.
    • Handle: RePEc:pid:wpaper:2015:126
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    References listed on IDEAS

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    1. G. Agiomirgianakis & D. Asteriou & V. Monastiriotis, 2002. "Human capital and economic growth revisited: A dynamic panel data study," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 8(3), pages 177-187, August.
    2. Andrea Bassanini & Stefano Scarpetta, 2001. "Does Human Capital Matter for Growth in OECD Countries?: Evidence from Pooled Mean-Group Estimates," OECD Economics Department Working Papers 282, OECD Publishing.
    3. Jong–Wha Lee & Robert J. Barro, 2001. "Schooling Quality in a Cross–Section of Countries," Economica, London School of Economics and Political Science, vol. 68(272), pages 465-488, November.
    4. 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.
    5. Matthew A. Baum & David A. Lake, 2003. "The Political Economy of Growth: Democracy and Human Capital," American Journal of Political Science, John Wiley & Sons, vol. 47(2), pages 333-347, April.
    6. Maudos, Joaquin & Pastor, Jose Manuel & Serrano, Lorenzo, 1999. "Total factor productivity measurement and human capital in OECD countries," Economics Letters, Elsevier, vol. 63(1), pages 39-44, April.
    7. 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.
    8. Edwards, Sebastian, 1998. "Openness, Productivity and Growth: What Do We Really Know?," Economic Journal, Royal Economic Society, vol. 108(447), pages 383-398, March.
    9. María Jesús Freire-Serén, 2001. "Human capital accumulation and economic growth," Investigaciones Economicas, Fundación SEPI, vol. 25(3), pages 585-602, September.
    10. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    11. 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.
    12. Andros Kourtellos, 2002. "A Projection Pursuit Approach to Cross Country Growth Data," University of Cyprus Working Papers in Economics 0213, University of Cyprus Department of Economics.
    13. Black, Sandra E & Lynch, Lisa M, 1996. "Human-Capital Investments and Productivity," American Economic Review, American Economic Association, vol. 86(2), pages 263-267, May.
    14. Stephen M. Miller & Mukti P. Upadhyay, 2002. "Total Factor Productivity, Human Capital and Outward Orientation: Differences by Stage of Ddevelopment and Geographic Regions," Working papers 2002-33, University of Connecticut, Department of Economics.
    15. Li, Q. & Wang, Suojin, 1998. "A simple consistent bootstrap test for a parametric regression function," Journal of Econometrics, Elsevier, vol. 87(1), pages 145-165, August.
    16. Theofanis P. Mamuneas & Andreas Savvides & 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, January.
    17. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    18. Liu, Zhenjuan & Stengos, Thanasis, 1999. "Non-linearities in Cross-Country Growth Regressions: A Semiparametric Approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(5), pages 527-538, Sept.-Oct.
    19. 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.
    20. 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; Total Factor Productivity; Semi Parametric;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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