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

  • 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
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Handle: RePEc:pra:mprapa:53326
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  1. Ramazan Sari & Ugur Soytas, 2006. "Income and Education in Turkey: A Multivariate Analysis," Education Economics, Taylor & Francis Journals, vol. 14(2), pages 181-196.
  2. Markus Eberhardt, 2012. "Estimating panel time-series models with heterogeneous slopes," Stata Journal, StataCorp LP, vol. 12(1), pages 61-71, March.
  3. 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.
  4. 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.
  5. 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.
  6. Fredrik Andersson & Simon Burgess & Julia Lane, 2004. "Cities, Matching and the Productivity Gains of Agglomeration," CEP Discussion Papers dp0648, Centre for Economic Performance, LSE.
  7. 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 357-92, July-Aug..
  8. Robert J. Barro & Jong-Wha Lee, 2010. "A New Data Set of Educational Attainment in the World, 1950-2010," NBER Working Papers 15902, National Bureau of Economic Research, Inc.
  9. 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.
  10. Blundell, R. & Bond, S., 1995. "Initial Conditions and Moment Restrictions in Dynamic Panel Data Models," Economics Papers 104, Economics Group, Nuffield College, University of Oxford.
  11. 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 631-52, Special I.
  12. 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, pages C45-C90, 02.
  13. 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.
  14. Gianfranco Piras & Paolo Postiglione & Patricio Aroca, 2012. "Specialization, R&D and productivity growth: evidence from EU regions," The Annals of Regional Science, Springer, vol. 49(1), pages 35-51, August.
  15. 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.
  16. 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.
  17. Ramos, Raul & Surinach, Jordi & Artís, Manuel, 2009. "Human Capital Spillovers, Productivity and Regional Convergence in Spain," IZA Discussion Papers 4579, Institute for the Study of Labor (IZA).
  18. M Arellano & O Bover, 1990. "Another Look at the Instrumental Variable Estimation of Error-Components Models," CEP Discussion Papers dp0007, Centre for Economic Performance, LSE.
  19. Sai Ding & John Knight, 2008. "Why has China Grown So Fast? The Role of Physical and Human Capital Formation," Economics Series Working Papers 414, University of Oxford, Department of Economics.
  20. 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.
  21. 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.
  22. Luis A. V. Cat�o & 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.
  23. Loayza, Norman & Ranciere, Romain, 2004. "Financial development, financial fragility, and growth," Policy Research Working Paper Series 3431, The World Bank.
  24. 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.
  25. Di Liberto, Adriana, 2008. "Education and Italian regional development," Economics of Education Review, Elsevier, vol. 27(1), pages 94-107, February.
  26. Jaison R. Abel & Ishita Dey & Todd M. Gabe, 2010. "Productivity and the density of human capital," Working Papers 2010/30, Institut d'Economia de Barcelona (IEB).
  27. 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.
  28. Giuseppe Arbia & Michele Battisti & Gianfranco Di Vaio, 2009. "Institutions and geography: Empirical test of spatial growth models for European regions," Working Papers CELEG 0907, Dipartimento di Economia e Finanza, LUISS Guido Carli.
  29. 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.
  30. 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.
  31. 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.
  32. 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.
  33. John Y. Campbell & Pierre Perron, 1991. "Pitfalls and Opportunities: What Macroeconomists Should Know About Unit Roots," NBER Technical Working Papers 0100, National Bureau of Economic Research, Inc.
  34. 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.
  35. 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.
  36. Jaison Abel & Todd Gabe, 2011. "Human Capital and Economic Activity in Urban America," Regional Studies, Taylor & Francis Journals, vol. 45(8), pages 1079-1090.
  37. Jesus Crespo-Cuaresma & Gernot Doppelhofer & Martin Feldkircher, 2009. "The Determinants of Economic Growth in European Regions," wiiw Working Papers 57, The Vienna Institute for International Economic Studies, wiiw.
  38. Basher, Syed A. & Westerlund, Joakim, 2006. "Is there Really a Unit Root in the Inflation Rate? More Evidence from Panel Data Models," MPRA Paper 136, University Library of Munich, Germany.
  39. 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.
  40. 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.
  41. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
  42. Mankiw, N Gregory & Romer, David & Weil, David N, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, MIT Press, vol. 107(2), pages 407-37, May.
  43. Aghion, Philippe & Meghir, Costas & Vandenbussche, Jérôme, 2005. "Growth, Distance to Frontier and Composition of Human Capital," CEPR Discussion Papers 4860, C.E.P.R. Discussion Papers.
  44. 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.
  45. Temple, Jonathan, 1999. "A positive effect of human capital on growth," Economics Letters, Elsevier, vol. 65(1), pages 131-134, October.
  46. 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.
  47. Markus Eberhardt & Francis Teal, 2009. "Econometrics for Grumblers: A New Look at the Literature on Cross-Country Growth Empirics," CSAE Working Paper Series 2009-07, Centre for the Study of African Economies, University of Oxford.
  48. Banerjee, A. & Marcellino, M. & Osbat, C., 2000. "Some Cautions on the Use of Panel Methods for Integrated Series of Macro-economic Data," Economics Working Papers eco2000/20, European University Institute.
  49. Reinhold Kosfeld & Jorgen Lauridsen, 2004. "Dynamic spatial modelling of regional convergence processes," Empirical Economics, Springer, vol. 29(4), pages 705-722, December.
  50. Henderson, Vernon, 1997. "Externalities and Industrial Development," Journal of Urban Economics, Elsevier, vol. 42(3), pages 449-470, November.
  51. Durlauf, S.N. & Johnson, P.A., 1994. "Multiple Regimes and Cross-Country Growth Behavior," Working papers 9419, Wisconsin Madison - Social Systems.
  52. 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.
  53. Durlauf,S.N. & Kourtellos,A. & Minkin,A., 2000. "The local Solow growth model," Working papers 21, Wisconsin Madison - Social Systems.
  54. Catao, Luis A.V. & Terrones, Marco E., 2005. "Fiscal deficits and inflation," Journal of Monetary Economics, Elsevier, vol. 52(3), pages 529-554, April.
  55. Arellano, Manuel & Bond, Stephen, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Wiley Blackwell, vol. 58(2), pages 277-97, April.
  56. 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.
  57. Francesco Caselli & Gerardo Esquivel & Fernando Lefort, 1997. "Reopening the Convergence Debate: A New Look at Cross-Country Growth Empirics," Working Papers Central Bank of Chile 03, Central Bank of Chile.
  58. 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.
  59. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages S71-102, October.
  60. Eberhardt, Markus & Bond, Stephen, 2009. "Cross-section dependence in nonstationary panel models: a novel estimator," MPRA Paper 17692, University Library of Munich, Germany.
  61. Markus Eberhardt & Francis Teal, 2010. "Productivity Analysis in Global Manufacturing Production," DEGIT Conference Papers c015_019, DEGIT, Dynamics, Economic Growth, and International Trade.
  62. Ajit Karnik & Mala Lalvani, 2012. "Growth performance of Indian states," Empirical Economics, Springer, vol. 42(1), pages 235-259, February.
  63. 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.
  64. Louri, Helen, 1989. "Regional policy and investment behaviour: The case of Greece, 1971-1982," MPRA Paper 40229, University Library of Munich, Germany.
  65. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
  66. Kevin Lee & M. Hashem Pesaran & Ron Smith, 1998. "Growth Empirics: A Panel Data Approach- A Comment," The Quarterly Journal of Economics, MIT Press, vol. 113(1), pages 319-323, February.
  67. 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.
  68. Azariadis, Costas & Drazen, Allan, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, MIT Press, vol. 105(2), pages 501-26, May.
  69. Dimitris K. Christopoulos & Efthymios G. Tsionas, 2004. "Convergence and regional productivity differences: Evidence from Greek prefectures," The Annals of Regional Science, Springer, vol. 38(3), pages 387-396, 09.
  70. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
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