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Do Cross-Section Dependence and Parameter Heterogeneity Matter? Evidence on Human Capital and Productivity in Greece

Listed author(s):
  • Benos, Nikos
  • Karagiannis, Stelios

This paper estimates production functions for Greek regions over 1981-2003, using a novel human capital dataset. We construct rich human capital series, where data for employees are decomposed according to their education level. Our empirics include recent non-stationary panel techniques, allowing for cross-section dependence and parameter heterogeneity in production technology, along with fixed effects and dynamic panel estimators. We show that ignoring cross-section dependence and parameter heterogeneity has a serious distorting impact on the estimated results, both qualitatively and quantitatively. Our evidence shows that tertiary education has a strong positive association with labor productivity growth, while secondary education exhibits a negative relationship. Primary education, public capital and net agglomeration do not display any relation with growth. Overall, findings suggest that policy makers should account for spillovers alongside technology heterogeneity and direct their efforts towards the expansion of tertiary education in poor regions in order to promote convergence.

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Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 53326.

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Date of creation: Sep 2013
Handle: RePEc:pra:mprapa:53326
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  1. Loayza, Norman V. & Ranciere, Romain, 2006. "Financial Development, Financial Fragility, and Growth," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(4), pages 1051-1076, June.
  2. Pablo-Romero, M. del P. & Gómez-Calero, M. de la P., 2013. "A translog production function for the Spanish provinces: Impact of the human and physical capital in economic growth," Economic Modelling, Elsevier, vol. 32(C), pages 77-87.
  3. Jesús Crespo Cuaresma & Martin Feldkircher, 2013. "Spatial Filtering, Model Uncertainty And The Speed Of Income Convergence In Europe," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 28(4), pages 720-741, 06.
  4. Sai Ding & John Knight, 2011. "Why has China Grown So Fast? The Role of Physical and Human Capital Formation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 73(2), pages 141-174, 04.
  5. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
  6. John Y. Campbell & Pierre Perron, 1991. "Pitfalls and Opportunities: What Macroeconomists Should Know About Unit Roots," NBER Chapters,in: NBER Macroeconomics Annual 1991, Volume 6, pages 141-220 National Bureau of Economic Research, Inc.
  7. Di Liberto, Adriana, 2008. "Education and Italian regional development," Economics of Education Review, Elsevier, vol. 27(1), pages 94-107, February.
  8. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
  9. 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.
  10. Syed Basher & Joakim Westerlund, 2007. "Is there really a unit root in the inflation rate? More evidence from panel data models," Applied Economics Letters, Taylor & Francis Journals, vol. 15(3), pages 161-164.
  11. Anindya Banerjee & Massimiliano Marcellino & Chiara Osbat, 2004. "Some cautions on the use of panel methods for integrated series of macroeconomic data," Econometrics Journal, Royal Economic Society, vol. 7(2), pages 322-340, December.
  12. Kapetanios, G. & Pesaran, M. Hashem & Yamagata, T., 2011. "Panels with non-stationary multifactor error structures," Journal of Econometrics, Elsevier, vol. 160(2), pages 326-348, February.
  13. Asteriou, D. & Agiomirgianakis, G. M., 2001. "Human capital and economic growth: Time series evidence from Greece," Journal of Policy Modeling, Elsevier, vol. 23(5), pages 481-489, July.
  14. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
  15. 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..
  16. Kevin Lee & M. Hashem Pesaran & Ron Smith, 1998. "Growth Empirics: A Panel Data Approach—A Comment," The Quarterly Journal of Economics, Oxford University Press, vol. 113(1), pages 319-323.
  17. Soukiazis, Elias & Antunes, Micaela, 2011. "Is foreign trade important for regional growth? Empirical evidence from Portugal," Economic Modelling, Elsevier, vol. 28(3), pages 1363-1373, May.
  18. Brülhart, Marius & Mathys, Nicole A., 2008. "Sectoral agglomeration economies in a panel of European regions," Regional Science and Urban Economics, Elsevier, vol. 38(4), pages 348-362, July.
  19. Durlauf, Steven N. & Kourtellos, Andros & Minkin, Artur, 2001. "The local Solow growth model," European Economic Review, Elsevier, vol. 45(4-6), pages 928-940, May.
  20. Ahking, Francis W., 2002. "Model mis-specification and Johansen's co-integration analysis: an application to the US money demand," Journal of Macroeconomics, Elsevier, vol. 24(1), pages 51-66, March.
  21. Arbia, Giuseppe & Battisti, Michele & Di Vaio, Gianfranco, 2010. "Institutions and geography: Empirical test of spatial growth models for European regions," Economic Modelling, Elsevier, vol. 27(1), pages 12-21, January.
  22. Lee, Kevin & Pesaran, M Hashem & Smith, Ron, 1997. "Growth and Convergence in Multi-country Empirical Stochastic Solow Model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 12(4), pages 357-392, July-Aug..
  23. Alexander Chudik & M. Hashem Pesaran & Elisa Tosetti, 2011. "Weak and strong cross‐section dependence and estimation of large panels," Econometrics Journal, Royal Economic Society, vol. 14(1), pages 45-90, February.
  24. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
  25. 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.
  26. Jaison R. Abel & Ishita Dey & Todd M. Gabe, 2012. "Productivity And The Density Of Human Capital," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 562-586, October.
  27. Matthew Lambrinidis & Yannis Psycharis & Antonis Rovolis, 2005. "Regional allocation of public infrastructure investment: The case of Greece," Regional Studies, Taylor & Francis Journals, vol. 39(9), pages 1231-1244.
  28. Petrakis, P. E. & Stamatakis, D., 2002. "Growth and educational levels: a comparative analysis," Economics of Education Review, Elsevier, vol. 21(5), pages 513-521, October.
  29. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
  30. Chris Papageorgiou, 2003. "Distinguishing Between the Effects of Primary and Post-primary Education on Economic Growth," Review of Development Economics, Wiley Blackwell, vol. 7(4), pages 622-635, November.
  31. Markus Eberhardt, 2012. "Estimating panel time-series models with heterogeneous slopes," Stata Journal, StataCorp LP, vol. 12(1), pages 61-71, March.
  32. Luis A. V. Catão & Solomos N. Solomou, 2005. "Effective Exchange Rates and the Classical Gold Standard Adjustment," American Economic Review, American Economic Association, vol. 95(4), pages 1259-1275, September.
  33. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2004. "Growth, distance to frontier and composition of human capital," IFS Working Papers W04/31, Institute for Fiscal Studies.
  34. Granger, C. W. J. & Siklos, Pierre L., 1995. "Systematic sampling, temporal aggregation, seasonal adjustment, and cointegration theory and evidence," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 357-369.
  35. Pereira, João & St. Aubyn, Miguel, 2009. "What level of education matters most for growth?: Evidence from Portugal," Economics of Education Review, Elsevier, vol. 28(1), pages 67-73, February.
  36. Jesús Crespo Cuaresma & Gernot Doppelhofer & Martin Feldkircher, 2014. "The Determinants of Economic Growth in European Regions," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 44-67, January.
  37. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
  38. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2006. "Growth, distance to frontier and composition of human capital," Journal of Economic Growth, Springer, vol. 11(2), pages 97-127, June.
  39. Castells, Antoni & Sole-Olle, Albert, 2005. "The regional allocation of infrastructure investment: The role of equity, efficiency and political factors," European Economic Review, Elsevier, vol. 49(5), pages 1165-1205, July.
  40. Temple, Jonathan, 1999. "A positive effect of human capital on growth," Economics Letters, Elsevier, vol. 65(1), pages 131-134, October.
  41. Theocharoula Magoula & George Psacharopoulos, 1999. "Schooling and monetary rewards in Greece: an over-education false alarm?," Applied Economics, Taylor & Francis Journals, vol. 31(12), pages 1589-1597.
  42. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
  43. 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, 06.
  44. Maddala, G S & Wu, Shaowen, 1999. " A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
  45. Francis Teal & Markus Eberhardt, 2010. "Productivity Analysis in Global Manufacturing Production," Economics Series Working Papers 515, University of Oxford, Department of Economics.
  46. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, Oxford University Press, vol. 105(2), pages 501-526.
  47. Jaison Abel & Todd Gabe, 2011. "Human Capital and Economic Activity in Urban America," Regional Studies, Taylor & Francis Journals, vol. 45(8), pages 1079-1090.
  48. Anindya Banerjee & Massimiliano Marcellino & Chiara Osbat, 2005. "Testing for PPP: Should we use panel methods?," Empirical Economics, Springer, vol. 30(1), pages 77-91, January.
  49. Dimitris K. Christopoulos & Efthymios G. Tsionas, 2004. "Convergence and regional productivity differences: Evidence from Greek prefectures," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 38(3), pages 387-396, 09.
  50. Gianfranco Piras & Paolo Postiglione & Patricio Aroca, 2012. "Specialization, R&D and productivity growth: evidence from EU regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 49(1), pages 35-51, August.
  51. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, 02.
  52. Leo Michelis & Athanasios Papadopoulos & Gregory Papanikos, 2004. "Regional convergence in Greece in the 1980s: an econometric investigation," Applied Economics, Taylor & Francis Journals, vol. 36(8), pages 881-888.
  53. Catao, Luis A.V. & Terrones, Marco E., 2005. "Fiscal deficits and inflation," Journal of Monetary Economics, Elsevier, vol. 52(3), pages 529-554, April.
  54. Reinhold Kosfeld & Jorgen Lauridsen, 2004. "Dynamic spatial modelling of regional convergence processes," Empirical Economics, Springer, vol. 29(4), pages 705-722, December.
  55. Alicia H. Munnell, 1992. "Policy Watch: Infrastructure Investment and Economic Growth," Journal of Economic Perspectives, American Economic Association, vol. 6(4), pages 189-198, Fall.
  56. Peter C. B. Phillips & Donggyu Sul, 2003. "Dynamic panel estimation and homogeneity testing under cross section dependence *," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 217-259, 06.
  57. Caselli, Francesco & Esquivel, Gerardo & Lefort, Fernando, 1996. "Reopening the Convergence Debate: A New Look at Cross-Country Growth Empirics," Journal of Economic Growth, Springer, vol. 1(3), pages 363-389, September.
  58. Ramazan Sari & Ugur Soytas, 2006. "Income and Education in Turkey: A Multivariate Analysis," Education Economics, Taylor & Francis Journals, vol. 14(2), pages 181-196.
  59. Bronzini, Raffaello & Piselli, Paolo, 2009. "Determinants of long-run regional productivity with geographical spillovers: The role of R&D, human capital and public infrastructure," Regional Science and Urban Economics, Elsevier, vol. 39(2), pages 187-199, March.
  60. Henderson, Vernon, 1997. "Externalities and Industrial Development," Journal of Urban Economics, Elsevier, vol. 42(3), pages 449-470, November.
  61. Andersson, Fredrik & Burgess, Simon & Lane, Julia I., 2007. "Cities, matching and the productivity gains of agglomeration," Journal of Urban Economics, Elsevier, vol. 61(1), pages 112-128, January.
  62. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
  63. Norihiko Yamano & Toru Ohkawara, 2000. "The Regional Allocation of Public Investment: Efficiency or Equity?," Journal of Regional Science, Wiley Blackwell, vol. 40(2), pages 205-229.
  64. Louri, Helen, 1989. "Regional policy and investment behaviour: The case of Greece, 1971-1982," MPRA Paper 40229, University Library of Munich, Germany.
  65. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
  66. 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.
  67. Nelson, Charles R. & Plosser, Charles I., 1982. "Trends and random walks in macroeconmic time series : Some evidence and implications," Journal of Monetary Economics, Elsevier, vol. 10(2), pages 139-162.
  68. Ajit Karnik & Mala Lalvani, 2012. "Growth performance of Indian states," Empirical Economics, Springer, vol. 42(1), pages 235-259, February.
  69. Johansson, Eva, 2003. "Intergovernmental grants as a tactical instrument: empirical evidence from Swedish municipalities," Journal of Public Economics, Elsevier, vol. 87(5-6), pages 883-915, May.
  70. 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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