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A Spillover Effect of Human Capital on Gross Capital Formation: A Quantile Regression Approach

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  • Özdemir Onur

    (Istanbul Gelisim University, Istanbul, Turkey.)

Abstract
The major aim of this paper is to examine the extent to which human capital spillover effects are responsive to different quantiles of gross capital formation across selected 19 OECD countries for the period 1980-2017. We develop an endogenous model for estimating the spillover effects on investment regarding the bargaining power of workers. In this sense, different quantile regression models are applied to analyze this miscellaneous linkage and to correct possible diagnostic problems stemming from the endogenous regressors. The empirical results suggest that there are statistically significant spillover effects of human capital on investment level due to a change in the degree of threat option of capital and thereby a decrease in bargaining power of labor. Moreover, the findings reveal the fact that there is significant heterogeneity of human capital spillovers across different quantiles, which means that lowest quartile of investment activities are confronted with higher value of spillovers.

Suggested Citation

  • Özdemir Onur, 2023. "A Spillover Effect of Human Capital on Gross Capital Formation: A Quantile Regression Approach," Zagreb International Review of Economics and Business, Sciendo, vol. 26(1), pages 77-96.
    • Handle: RePEc:vrs:zirebs:v:26:y:2023:i:1:p:77-96:n:1004
    DOI: 10.2478/zireb-2023-0004
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    References listed on IDEAS

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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. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 381-412.
    3. 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.
    4. Luigi Aldieri & Concetto Paolo Vinci, 2017. "Quantile Regression for Panel Data: An Empirical Approach for Knowledge Spillovers Endogeneity," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 9(7), pages 106-113, July.
    5. Brant Abbott & Giovanni Gallipoli, 2017. "Human Capital Spillovers and the Geography of Intergenerational Mobility," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 208-233, April.
    6. Carolina Arteaga Cabrales, 2011. "Human Capital Externalities and Growth," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, vol. 29(66), pages 12-47, December.
    7. Benos, Nikos & Karagiannis, Stelios, 2016. "Do education quality and spillovers matter? Evidence on human capital and productivity in Greece," Economic Modelling, Elsevier, vol. 54(C), pages 563-573.
    8. Boyan Jovanovic & Rafael Rob, 1989. "The Growth and Diffusion of Knowledge," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 56(4), pages 569-582.
    9. Parente Paulo M.D.C. & Santos Silva João M.C., 2016. "Quantile Regression with Clustered Data," Journal of Econometric Methods, De Gruyter, vol. 5(1), pages 1-15, January.
    10. Ivan A. Canay, 2011. "A simple approach to quantile regression for panel data," Econometrics Journal, Royal Economic Society, vol. 14(3), pages 368-386, October.
    11. Koenker, Roger, 2004. "Quantile regression for longitudinal data," Journal of Multivariate Analysis, Elsevier, vol. 91(1), pages 74-89, October.
    12. Raul Ramos & Jordi Suriñach & Manuel Artís, 2010. "Human capital spillovers, productivity and regional convergence in Spain," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 435-447, June.
    13. Bar, Talia & Leiponen, Aija, 2012. "A measure of technological distance," Economics Letters, Elsevier, vol. 116(3), pages 457-459.
    14. Alex Coad & Rekha Rao, 2011. "The firm-level employment effects of innovations in high-tech US manufacturing industries," Journal of Evolutionary Economics, Springer, vol. 21(2), pages 255-283, May.
    15. Audretsch, David B. & Belitski, Maksim, 2020. "The role of R&D and knowledge spillovers in innovation and productivity," European Economic Review, Elsevier, vol. 123(C).
    16. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    17. Abdul Hamid & J. Hannas Pichler, 2009. "Human Capital Spillovers, Productivity and Growth in the Manufacturing Sector of Pakistan," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 48(2), pages 125-140.
    18. Nicholas Apergis & Claire Economidou & Ioannis Filippidis, 2009. "International technology spillovers, human capital and productivity linkages: evidence from the industrial sector," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 36(4), pages 365-387, November.
    19. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    20. Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
    21. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    22. Harminder Battu & Clive R. Belfield & Peter J. Sloane, 2003. "Human Capital Spillovers within the Workplace: Evidence for Great Britain," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(5), pages 575-594, December.
    23. Philippe Aghion & Xavier Jaravel, 2015. "Knowledge Spillovers, Innovation and Growth," Economic Journal, Royal Economic Society, vol. 0(583), pages 533-573, March.
    24. H. Battu & C.R. Belfield & P.J. Sloane, 2004. "Human capital spillovers in the workplace: evidence for the service sector in Britain," International Journal of Manpower, Emerald Group Publishing Limited, vol. 25(1), pages 123-138, January.
    25. Bart Verspagen, 1997. "Measuring Intersectoral Technology Spillovers: Estimates from the European and US Patent Office Databases," Economic Systems Research, Taylor & Francis Journals, vol. 9(1), pages 47-65.
    26. Rasmus Thönnessen & Erich Gundlach, 2013. "The size of human capital externalities: cross-country evidence," Public Choice, Springer, vol. 157(3), pages 671-689, December.
    27. Hahn, Jinyong, 1995. "Bootstrapping Quantile Regression Estimators," Econometric Theory, Cambridge University Press, vol. 11(1), pages 105-121, February.
    28. Jim Malley & Ulrich Woitek, 2019. "Estimated human capital externalities in an endogenous growth framework," CESifo Working Paper Series 7603, CESifo.
    29. Newey, Whitney K & Powell, James L, 1987. "Asymmetric Least Squares Estimation and Testing," Econometrica, Econometric Society, vol. 55(4), pages 819-847, July.
    30. Paul M. Romer, 1994. "The Origins of Endogenous Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 3-22, Winter.
    31. Daron Acemoglu, 1996. "A Microfoundation for Social Increasing Returns in Human Capital Accumulation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 779-804.
    32. 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; Gross Capital Formation; Investment; Spillover Effect; Quantile Regression;
    All these keywords.

    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J52 - Labor and Demographic Economics - - Labor-Management Relations, Trade Unions, and Collective Bargaining - - - Dispute Resolution: Strikes, Arbitration, and Mediation

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