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Regional measures of human capital in the European Union

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  • Christian Dreger
  • Georg Erber
  • Daniela Glocker

Abstract

The accumulation of the human capital stock plays a key role to explain the economic performance across regions. However, empirical evidence for this claim has been not very convincing, probably due to low quality of the data. This paper provides a robustness analysis of alternative human capital measures available for EU regions. Examining the spatial dimension can offer new insights. Most strikingly, the amount of information is tremendously enlarged. Studies based on country level data are based on heterogeneous economies to obtain a high number of observations. The heterogeneity is not fully captured by fixed effects. As the EU or at least the old and the new member states are more homogeneous geographical areas, the quality of the results should be enhanced. In addition to univariate measures of human capital, composite indicators are discussed. To examine the robustness of the results, different aggregation methods are considered. The reliability of alternative indicators is explored by the Krueger and Lindahl (2001) approach. Indicators based on wage regressions are also presented, see Mulligan and Sala-i-Martin (1997) and Gershuny and Kun (2002). Due to data availability, the latter analysis is carried out for only for German regions. The analysis shows a significant impact of construction techniques on the quality of indicators. While composite indicators and labour income measures point to the same direction, their correlation is not very high. Moreover, popular indicators should be applied with caution. Schooling and human ressources in science and technology can only explain some part, but not the bulk of the experience.

Suggested Citation

  • Christian Dreger & Georg Erber & Daniela Glocker, 2011. "Regional measures of human capital in the European Union," ERSA conference papers ersa10p337, European Regional Science Association.
  • Handle: RePEc:wiw:wiwrsa:ersa10p337
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    References listed on IDEAS

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    1. 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.
    2. Jonathan Temple, 2003. "Growth effects of education and social capital in the OECD countries," OECD Economic Studies, OECD Publishing, vol. 2001(2), pages 57-101.
    3. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    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. 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.
    6. Michela Nardo & Michaela Saisana & Andrea Saltelli & Stefano Tarantola & Anders Hoffman & Enrico Giovannini, 2005. "Handbook on Constructing Composite Indicators: Methodology and User Guide," OECD Statistics Working Papers 2005/3, OECD Publishing.
    7. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 157-200, April.
    8. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    9. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    10. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    11. 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.
    12. 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.
    13. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    14. Mulligan, Casey B & Sala-i-Martin, Xavier, 2000. "Measuring Aggregate Human Capital," Journal of Economic Growth, Springer, vol. 5(3), pages 215-252, September.
    15. Mulligan, C. B. & Sala-i-Martin, X., 1997. "A labor income-based measure of the value of human capital: An application to the states of the United States," Japan and the World Economy, Elsevier, vol. 9(2), pages 159-191, May.
    16. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    17. 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.
    18. 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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    Cited by:

    1. Timo Mitze, 2012. "Testing the Neoclassical Migration Model: Overall and Age-Group Specific Results for German Regions," Lecture Notes in Economics and Mathematical Systems, in: Empirical Modelling in Regional Science, edition 127, chapter 0, pages 53-82, Springer.
    2. Timo Mitze & Janina Reinkowski, 2010. "Testing the Neoclassical Migration Model: Overall and Age-Group Specific Results for German Regions," Ruhr Economic Papers 0226, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    3. Björn Alecke & Timo Mitze & Gerhard Untiedt, 2010. "Internal migration, regional labour market dynamics and implications for German East-West disparities: results from a Panel VAR," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 30(2), pages 159-189, September.
    4. repec:zbw:rwirep:0096 is not listed on IDEAS
    5. Mitze, Timo & Reinkowski, Janina, 2011. "Testing the neoclassical migration model: overall and age-group specific results for German regions," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 43(4), pages 277-297.
    6. repec:zbw:rwirep:0226 is not listed on IDEAS
    7. Björn Alecke & Timo Mitze & Gerhard Untiedt, 2009. "Internal Migration, Regional Labour Market Dynamics and Implications for German East-West Disparities – Results from a Panel VAR," Ruhr Economic Papers 0096, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.

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    More about this item

    JEL classification:

    • I20 - Health, Education, and Welfare - - Education - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe

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