IDEAS home Printed from
MyIDEAS: Login to save this paper or follow this series

The Education-growth Nexus Across OECD Countries: Schooling Levels and Parameter Heterogeneity

  • Marta Simões

More education is good for growth but what kind of education? This paper tries to contribute to this discussion along two dimensions. We try to disentangle the relative growth returns of primary, secondary and tertiary education, while at the same time accounting for heterogeneity in the relationship among OECD countries. To achieve our goal we estimate a convergence regression derived from a human capital-augmented exogenous growth model using the Pooled Mean Group estimator proposed by Pesaran, Shin and Smith (1999) that imposes common long-run relationships across countries while allowing for heterogeneity in the short run responses and intercepts. The use of estimators that allow for a greater degree of parameter heterogeneity than is common in empirical growth studies improves the results of the estimation of the education-schooling levels-growth link: we detect a positive and significant relationship not only between higher education and growth but also between growth and either secondary or primary education. Thus, the evidence analyzed here points to the need to develop empirical growth studies that consider the existence of a higher degree of heterogeneity in cross-country studies, provided there are enough time series observations.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL:
Download Restriction: no

Paper provided by DEGIT, Dynamics, Economic Growth, and International Trade in its series DEGIT Conference Papers with number c009_029.

in new window

Length: 27 pages
Date of creation: Jun 2004
Date of revision:
Handle: RePEc:deg:conpap:c009_029
Contact details of provider: Postal: Niels Bohrs Vej 9, 6700 Esbjerg
Phone: +45 6550 2233
Fax: +45 6550 1090
Web page:

More information through EDIRC

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as in new window
  1. 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.
  2. 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.
  3. Andrea Bassanini & Stefano Scarpetta & Philip Hemmings, 2001. "Economic Growth: The Role of Policies and Institutions: Panel Data. Evidence from OECD Countries," OECD Economics Department Working Papers 283, OECD Publishing.
  4. 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.
  5. Romain Ranciere & Norman Loayza, 2015. "Financial Development, Financial Fragility and Growth," Working Papers 192, Barcelona Graduate School of Economics.
  6. Robertson, D & Symons, J, 1992. "Some Strange Properties of Panel Data Estimators," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(2), pages 175-89, April-Jun.
  7. 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, 03.
  8. Bond, Stephen Roy & Hoeffler, Anke & Temple, Jonathan, 2001. "GMM Estimation of Empirical Growth Models," CEPR Discussion Papers 3048, C.E.P.R. Discussion Papers.
  9. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-95, November.
  10. Dennis D. Kimko & Eric A. Hanushek, 2000. "Schooling, Labor-Force Quality, and the Growth of Nations," American Economic Review, American Economic Association, vol. 90(5), pages 1184-1208, December.
  11. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-26, November.
  12. Barro, Robert J & Sala-i-Martin, Xavier, 1992. "Convergence," Journal of Political Economy, University of Chicago Press, vol. 100(2), pages 223-51, April.
  13. Gemmell, Norman, 1996. "Evaluating the Impacts of Human Capital Stocks and Accumulation on Economic Growth: Some New Evidence," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 58(1), pages 9-28, February.
  14. Angel de la Fuente, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 576.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
  15. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
  16. N. Gregory Mankiw & David Romer & David N. Weil, 1990. "A Contribution to the Empirics of Economic Growth," NBER Working Papers 3541, National Bureau of Economic Research, Inc.
  17. 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.
  18. Topel, Robert, 1999. "Labor markets and economic growth," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 44, pages 2943-2984 Elsevier.
  19. 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 541-63, July.
  20. Barbara Sianesi & John Van Reenen, 2000. "The Returns to Education: A Review of the Macro-Economic Literature," CEE Discussion Papers 0006, Centre for the Economics of Education, LSE.
  21. 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.
  22. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
  23. Norman Gemmell & Richard Kneller, 2003. "Fiscal Policy, Growth and Convergence in Europe," Treasury Working Paper Series 03/14, New Zealand Treasury.
  24. Robert E. Hall & Charles I. Jones, 1999. "Why Do Some Countries Produce So Much More Output Per Worker Than Others?," The Quarterly Journal of Economics, MIT Press, vol. 114(1), pages 83-116, February.
  25. Nehru, Vikram & Swanson, Eric & Dubey, Ashutosh, 1995. "A new database on human capital stock in developing and industrial countries: Sources, methodology, and results," Journal of Development Economics, Elsevier, vol. 46(2), pages 379-401, April.
  26. Ludger Wößmann, 2000. "Specifying Human Capital: A Review, Some Extensions, and Development Effects," Kiel Working Papers 1007, Kiel Institute for the World Economy.
  27. 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.
  28. Islam, Nazrul, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, MIT Press, vol. 110(4), pages 1127-70, November.
  29. Xavier Sala-i-Martin, 1995. "The classical approach to convergence analysis," Economics Working Papers 117, Department of Economics and Business, Universitat Pompeu Fabra.
  30. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
  31. Bassanini, Andrea & Scarpetta, Stefano, 2002. "Does human capital matter for growth in OECD countries? A pooled mean-group approach," Economics Letters, Elsevier, vol. 74(3), pages 399-405, February.
  32. Temple, Jonathan R. W., 2001. "Generalizations that aren't? Evidence on education and growth," European Economic Review, Elsevier, vol. 45(4-6), pages 905-918, May.
  33. Peter Klenow & Andrés Rodríguez-Clare, 1997. "The Neoclassical Revival in Growth Economics: Has It Gone Too Far?," NBER Chapters, in: NBER Macroeconomics Annual 1997, Volume 12, pages 73-114 National Bureau of Economic Research, Inc.
  34. Pesaran, H. & Smith, R. & Im, K.S., 1995. "Dynamic Linear Models for Heterogeneous Panels," Cambridge Working Papers in Economics 9503, Faculty of Economics, University of Cambridge.
  35. 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 363-89, September.
  36. Robert J. Barro & Xavier Sala-i-Martin, 1991. "Convergence across States and Regions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(1), pages 107-182.
  37. Pritchett, Lant, 1996. "Where has all the education gone?," Policy Research Working Paper Series 1581, The World Bank.
  38. 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.
  39. Michael Leahy & Sebastian Schich & Gert Wehinger & Florian Pelgrin & Thorsteinn Thorgeirsson, 2001. "Contributions of Financial Systems to Growth in OECD Countries," OECD Economics Department Working Papers 280, OECD Publishing.
  40. Fedderke, Johannes, 2002. "Technology, Human Capital and Growth: evidence from a middle income country case study applying dynamic heterogeneous panel analysis," Royal Economic Society Annual Conference 2002 71, Royal Economic Society.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:deg:conpap:c009_029. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Jan Pedersen)

If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

If references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.

If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.