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Does Education Matter for Economic Growth?

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  • Delgado, Michael S.

    ()
    (Purdue University)

  • Henderson, Daniel J.

    ()
    (University of Alabama)

  • Parmeter, Christopher F.

    ()
    (University of Miami)

Abstract

Empirical growth regressions typically include mean years of schooling as a proxy for human capital. However, empirical research often finds that the sign and significance of schooling depends on the sample of observations or the specification of the model. We use a nonparametric local-linear regression estimator and a nonparametric variable relevance test to conduct a rigorous and systematic search for significance of mean years of schooling by examining five of the most comprehensive schooling databases. Contrary to a few recent papers that have identified significant nonlinearities between education and growth, our results suggest that mean years of schooling is not a statistically relevant variable in growth regressions. However, we do find evidence (within a cross-sectional framework), that educational achievement, measured by mean test scores, may provide a more reliable measure of human capital than mean years of schooling.

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Bibliographic Info

Paper provided by Institute for the Study of Labor (IZA) in its series IZA Discussion Papers with number 7089.

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Length: 29 pages
Date of creation: Dec 2012
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Publication status: published in: Oxford Bulletin of Economics and Statistics, 2014, 76 (3), 334-359
Handle: RePEc:iza:izadps:dp7089

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Keywords: significance testing; mean years of schooling; human capital; irrelevant variables; nonparametric;

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  1. Paul M Romer, 1999. "Increasing Returns and Long-Run Growth," Levine's Working Paper Archive 2232, David K. Levine.
  2. Alan Krueger & Mikael Lindahl, 2000. "Education for Growth: Why and For Whom?," Working Papers, Princeton University, Department of Economics, Industrial Relations Section. 808, Princeton University, Department of Economics, Industrial Relations Section..
  3. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, University of Chicago Press, vol. 98(5), pages S71-102, October.
  4. Portela, Miguel & Alessie, Rob & Teulings, Coen, 2004. "Measurement Error in Education and Growth Regressions," IZA Discussion Papers 1165, Institute for the Study of Labor (IZA).
  5. Carmen Fernandez & Eduardo Ley & Mark F. J. Steel, 2001. "Model uncertainty in cross-country growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 16(5), pages 563-576.
  6. Davis, Lewis & Owen, Ann L. & Videras, Julio, 2007. "Do all countries follow the same growth process?," MPRA Paper 11589, University Library of Munich, Germany, revised Sep 2008.
  7. Eric Hanushek & Ludger Woessmann, 2009. "Do Better Schools Lead to More Growth? Cognitive Skills, Economic Outcomes, and Causation," Discussion Papers, Stanford Institute for Economic Policy Research 08-015, Stanford Institute for Economic Policy Research.
  8. Li, Qi & Racine, Jeffrey S, 2008. "Nonparametric Estimation of Conditional CDF and Quantile Functions With Mixed Categorical and Continuous Data," Journal of Business & Economic Statistics, American Statistical Association, American Statistical Association, vol. 26, pages 423-434.
  9. Theo S. Eicher & Chris Papageorgiou & Adrian E. Raftery, 2011. "Default priors and predictive performance in Bayesian model averaging, with application to growth determinants," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 26(1), pages 30-55, January/F.
  10. Zheng, John Xu, 1998. "A Consistent Nonparametric Test Of Parametric Regression Models Under Conditional Quantile Restrictions," Econometric Theory, Cambridge University Press, Cambridge University Press, vol. 14(01), pages 123-138, February.
  11. Racine, Jeff & Li, Qi, 2004. "Nonparametric estimation of regression functions with both categorical and continuous data," Journal of Econometrics, Elsevier, Elsevier, vol. 119(1), pages 99-130, March.
  12. StevenN. Durlauf & Andros Kourtellos & ChihMing Tan, 2008. "Are Any Growth Theories Robust?," Economic Journal, Royal Economic Society, Royal Economic Society, vol. 118(527), pages 329-346, 03.
  13. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, National Bureau of Economic Research, Inc, number minc74-1.
  14. Jerik Hanushek & Dennis Kimko, 2006. "Schooling, Labor-force Quality, and the Growth of Nations," Educational Studies, Higher School of Economics, Higher School of Economics, issue 1, pages 154-193.
  15. Robert J. Barro & Jong-Wha Lee, 2000. "International Data on Educational Attainment Updates and Implications," NBER Working Papers 7911, National Bureau of Economic Research, Inc.
  16. Kalaitzidakis, P. & Mamuneas, T.P. & Savvides, A. & Stengos, T., 2000. "Measures of Human Capital and Nonlinearities in Economic Growth," Working Papers, University of Guelph, Department of Economics and Finance 2000-5, University of Guelph, Department of Economics and Finance.
  17. Daniel J. Henderson & Chris Papageorgiou & Christopher F. Parmeter, 2012. "Growth Empirics without Parameters," Economic Journal, Royal Economic Society, Royal Economic Society, vol. 122(559), pages 125-154, 03.
  18. Salvador Barrios & Luisito Bertinelli & Eric Strobl, 2010. "Trends in Rainfall and Economic Growth in Africa: A Neglected Cause of the African Growth Tragedy," The Review of Economics and Statistics, MIT Press, vol. 92(2), pages 350-366, May.
  19. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, Elsevier, vol. 32(3), pages 363-394, December.
  20. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, American Economic Association, vol. 90(5), pages 1160-1183, December.
  21. Gernot Doppelhofer & Ronald I. Miller & Xavier Sala-i-Martin, 2000. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (Bace) Approach," OECD Economics Department Working Papers, OECD Publishing 266, OECD Publishing.
  22. Jenny Minier, 2007. "Nonlinearities and Robustness in Growth Regressions," American Economic Review, American Economic Association, American Economic Association, vol. 97(2), pages 388-392, May.
  23. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, Wiley Blackwell, vol. 17(2), pages 157-200, 04.
  24. Topel, Robert, 1999. "Labor markets and economic growth," Handbook of Labor Economics, Elsevier, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 44, pages 2943-2984 Elsevier.
  25. Lavergne, Pascal & Vuong, Quang, 1998. "Nonparametric significance testing," SFB 373 Discussion Papers, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes 1998,75, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
  26. Minier, Jenny, 2007. "Institutions and parameter heterogeneity," Journal of Macroeconomics, Elsevier, Elsevier, vol. 29(3), pages 595-611, September.
  27. Qi Li & Jeffrey Scott Racine, 2006. "Nonparametric Econometrics: Theory and Practice," Economics Books, Princeton University Press, Princeton University Press, edition 1, volume 1, number 8355.
  28. Eric Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Discussion Papers, Stanford Institute for Economic Policy Research 07-034, Stanford Institute for Economic Policy Research.
  29. Norman Gemmell,, . "Evaluating the Impacts of Human Capital Stocks and Accumulation on Economic Growth: Some New Evidence," Discussion Papers 95/17, University of Nottingham, CREDIT.
  30. Papageorgiou Chris & Pérez-Sebastián Fidel, 2005. "Matching Up the Data on Education with Economic Growth Models," The B.E. Journal of Macroeconomics, De Gruyter, De Gruyter, vol. 5(1), pages 1-22, April.
  31. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, Elsevier, vol. 104(C), pages 184-198.
  32. Peter Hall & Jeff Racine & Qi Li, 2004. "Cross-Validation and the Estimation of Conditional Probability Densities," Journal of the American Statistical Association, American Statistical Association, American Statistical Association, vol. 99, pages 1015-1026, December.
  33. Oded Galor, 2004. "From Stagnation to Growth: Unified Growth Theory," GE, Growth, Math methods, EconWPA 0409003, EconWPA.
  34. Barro, Robert J, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 106(2), pages 407-43, May.
  35. Temple, Jonathan, 2000. "Growth Regressions and What the Textbooks Don't Tell You," Bulletin of Economic Research, Wiley Blackwell, Wiley Blackwell, vol. 52(3), pages 181-205, July.
  36. Peter Hall & Qi Li & Jeffrey S. Racine, 2007. "Nonparametric Estimation of Regression Functions in the Presence of Irrelevant Regressors," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 784-789, November.
  37. Daniel J. Henderson, 2010. "A test for multimodality of regression derivatives with application to nonparametric growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 25(3), pages 458-480.
  38. Tristen Hayfield & Jeffrey S. Racine, . "Nonparametric Econometrics: The np Package," Journal of Statistical Software, American Statistical Association, American Statistical Association, vol. 27(i05).
  39. David N. Weil & Oded Galor, 1999. "From Malthusian Stagnation to Modern Growth," American Economic Review, American Economic Association, American Economic Association, vol. 89(2), pages 150-154, May.
  40. Cohen, Daniel & Soto, Marcelo, 2001. "Growth and Human Capital: Good Data, Good Results," CEPR Discussion Papers, C.E.P.R. Discussion Papers 3025, C.E.P.R. Discussion Papers.
  41. Jonathan R. W. Temple, 1998. "Robustness tests of the augmented Solow model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 13(4), pages 361-375.
  42. Islam, Nazrul, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 110(4), pages 1127-70, November.
  43. Theo Eicher & Chris Papageorgiou & Oliver Röhn, 2007. "Unraveling the Fortunates of the Fortunate: An Iterative Bayesian Model Averaging (IBMA) Approach," CESifo Working Paper Series 1907, CESifo Group Munich.
  44. 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, MIT Press, vol. 4(1), pages 1-36, 03.
  45. Mankiw, N Gregory & Romer, David & Weil, David N, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 107(2), pages 407-37, May.
  46. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, National Bureau of Economic Research, Inc, in: Schooling, Experience, and Earnings, pages 1-4 National Bureau of Economic Research, Inc.
  47. Maasoumi, Esfandiar & Racine, Jeff, 2006. "Growth And Convergence: A Profile Of Distribution Dynamics And Mobility," Departmental Working Papers, Southern Methodist University, Department of Economics 0605, Southern Methodist University, Department of Economics.
  48. 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, Elsevier, vol. 46(2), pages 379-401, April.
  49. Durlauf, S.N. & Johnson, P.A., 1994. "Multiple Regimes and Cross-Country Growth Behavior," Working papers, Wisconsin Madison - Social Systems 9419, Wisconsin Madison - Social Systems.
  50. Barro, Robert J, 1996. " Democracy and Growth," Journal of Economic Growth, Springer, Springer, vol. 1(1), pages 1-27, March.
  51. Hardin, Johanna & Rocke, David M., 2004. "Outlier detection in the multiple cluster setting using the minimum covariance determinant estimator," Computational Statistics & Data Analysis, Elsevier, Elsevier, vol. 44(4), pages 625-638, January.
  52. Durlauf,S.N. & Kourtellos,A. & Minkin,A., 2000. "The local Solow growth model," Working papers, Wisconsin Madison - Social Systems 21, Wisconsin Madison - Social Systems.
  53. Todd Schoellman, 2012. "Education Quality and Development Accounting," Review of Economic Studies, Oxford University Press, vol. 79(1), pages 388-417.
  54. Winford H. Masanjala & Chris Papageorgiou, 2008. "Rough and lonely road to prosperity: a reexamination of the sources of growth in Africa using Bayesian model averaging," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 23(5), pages 671-682.
  55. 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, MIT Press, vol. 114(1), pages 83-116, February.
  56. Temple, Jonathan R. W., 2001. "Generalizations that aren't? Evidence on education and growth," European Economic Review, Elsevier, Elsevier, vol. 45(4-6), pages 905-918, May.
  57. Galor, Oded & Weil, David, 1998. "Population, Technology and Growth: From the Malthusian Regime to the Demographic Transition," CEPR Discussion Papers, C.E.P.R. Discussion Papers 1981, C.E.P.R. Discussion Papers.
  58. Daniel J. Henderson & Subal C. Kumbhakar, 2006. "Public and Private Capital Productivity Puzzle: A Nonparametric Approach," Southern Economic Journal, Southern Economic Association, Southern Economic Association, vol. 73(1), pages 219–232, July.
  59. Barro, Robert J & Lee, Jong Wha, 1996. "International Measures of Schooling Years and Schooling Quality," American Economic Review, American Economic Association, American Economic Association, vol. 86(2), pages 218-23, May.
  60. Pritchett, Lant, 2006. "Does Learning to Add up Add up? The Returns to Schooling in Aggregate Data," Handbook of the Economics of Education, Elsevier, Elsevier.
  61. Valentina Hartarska & Christopher F. Parmeter & Denis Nadolnyak, 2010. "Economies of Scope of Lending and Mobilizing Deposits in Microfinance Institutions: A Semiparametric Analysis," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, Agricultural and Applied Economics Association, vol. 93(2), pages 389-398.
  62. Liu, Zhenjuan & Stengos, Thanasis, 1999. "Non-linearities in Cross-Country Growth Regressions: A Semiparametric Approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., John Wiley & Sons, Ltd., vol. 14(5), pages 527-38, Sept.-Oct.
  63. Henderson, Daniel J., 2008. "A Test for Multimodality of Regression Derivatives with an Application to Nonparametric Growth Regressions," MPRA Paper 8768, University Library of Munich, Germany.
  64. Nonneman, Walter & Vanhoudt, Patrick, 1996. "A Further Augmentation of the Solow Model and the Empirics of Economic Growth for OECD Countries," The Quarterly Journal of Economics, MIT Press, MIT Press, vol. 111(3), pages 943-53, August.
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  1. Quelle “proxy” pour vérifier le lien entre éducation et croissance ?
    by jcbriquet in Ressources pour économistes on 2012-05-03 09:58:11
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Cited by:
  1. Jakob Madsen, 2012. "Health, Human Capital Formation and Knowledge Production: Two Centuries of International Evidence," NBER Working Papers 18461, National Bureau of Economic Research, Inc.

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