IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Login to save this paper or follow this series

Education and Economic Growth: A Meta-Regression Analysis

  • Benos, Nikos
  • Zotou, Stefania

This paper surveys the literature that examines the effect of education on economic growth. Specifically, we apply meta-regression analysis to 56 studies with 979 estimates and show that there is substantial publication selection bias towards a positive impact of education on growth. Once we account for this, we find evidence of a genuine effect of education on economic growth. The variation in reported estimates can be attributed to differences in the measurement of education and study characteristics, most importantly model specification, estimation methodology, type of data and the research outlet where studies were published, e.g. academic journals vs. working papers.

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: https://mpra.ub.uni-muenchen.de/46143/1/MPRA_paper_46143.pdf
File Function: original version
Download Restriction: no

Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 46143.

as
in new window

Length:
Date of creation: Mar 2013
Date of revision:
Handle: RePEc:pra:mprapa:46143
Contact details of provider: Postal: Schackstr. 4, D-80539 Munich, Germany
Phone: +49-(0)89-2180-2219
Fax: +49-(0)89-2180-3900
Web page: https://mpra.ub.uni-muenchen.de

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. Eric A. Hanushek & Ludger Woessmann, 2010. "How Much Do Educational Outcomes Matter in OECD Countries?," NBER Working Papers 16515, National Bureau of Economic Research, Inc.
  2. Barro, R.J., 1989. "Economic Growth In A Cross Section Of Countries," RCER Working Papers 201, University of Rochester - Center for Economic Research (RCER).
  3. 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.
  4. Shankha Chakraborty, 2002. "Endogenous Lifetime and Economic Growth," University of Oregon Economics Department Working Papers 2002-03, University of Oregon Economics Department, revised 26 Jan 2002.
  5. 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.
  6. Murphy, Kevin M & Shleifer, Andrei & Vishny, Robert W, 1991. "The Allocation of Talent: Implications for Growth," The Quarterly Journal of Economics, MIT Press, vol. 106(2), pages 503-30, May.
  7. Musila, Jacob. & Belassi, Walid., 2004. "The impact of education expenditures on economic growth in Uganda: evidence from time series data," Journal of Developing Areas, Tennessee State University, College of Business, vol. 38(1), pages 123-133, September.
  8. Ben R. Craig & William E. Jackson, III & James B. Thomson, 2004. "On SBA-guaranteed lending and economic growth," Working Paper 0403, Federal Reserve Bank of Cleveland.
  9. Andrea Bassanini & Stefano Scarpetta, 2001. "The Driving Forces of Economic Growth: Panel Data Evidence for the OECD Countries," Post-Print halshs-00168383, HAL.
  10. Chun-Li Tsai & Ming-Cheng Hung & Kevin Harriott, 2010. "Human Capital Composition and Economic Growth," Social Indicators Research, Springer, vol. 99(1), pages 41-59, October.
  11. Eric Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Discussion Papers 07-034, Stanford Institute for Economic Policy Research.
  12. Bhattacharyya, Sambit, 2009. "Unbundled institutions, human capital and growth," Journal of Comparative Economics, Elsevier, vol. 37(1), pages 106-120, March.
  13. Alan B. Krueger & Mikael Lindahl, 2000. "Education for Growth: Why and For Whom?," NBER Working Papers 7591, National Bureau of Economic Research, Inc.
  14. Susan M. Collins & Barry P. Bosworth, 1996. "Economic Growth in East Asia: Accumulation versus Assimilation," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 27(2), pages 135-204.
  15. Kyriacou, George A., 1991. "Level and Growth Effects of Human Capital: A Cross-Country Study of the Convergence Hypothesis," Working Papers 91-26, C.V. Starr Center for Applied Economics, New York University.
  16. T. D. Stanley, 2005. "Beyond Publication Bias," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 309-345, 07.
  17. 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.
  18. Angel de la Fuente & Rafael Donénech, 2000. "Human Capital in Growth Regressions: How much Difference Does Data Quality Make?," OECD Economics Department Working Papers 262, OECD Publishing.
  19. Alejandro Ramirez & Gustav Ranis & Frances Stewart, . "Economic Growth and Human Development -," QEH Working Papers qehwps18, Queen Elizabeth House, University of Oxford.
  20. R Blundell & Steven Bond, . "Initial conditions and moment restrictions in dynamic panel data model," Economics Papers W14&104., Economics Group, Nuffield College, University of Oxford.
  21. 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.
  22. Romer, Paul M., 1990. "Human capital and growth: Theory and evidence," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 32(1), pages 251-286, January.
  23. Judson, Ruth, 2002. "Measuring Human Capital Like Physical Capital: What Does It Tell Us?," Bulletin of Economic Research, Wiley Blackwell, vol. 54(3), pages 209-31, July.
  24. 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.
  25. Valeria Costantini & Salvatore Monni, 2006. "Environment, human development and economic growth," Departmental Working Papers of Economics - University 'Roma Tre' 0062, Department of Economics - University Roma Tre.
  26. Levine, Ross & Renelt, David, 1992. "A Sensitivity Analysis of Cross-Country Growth Regressions," American Economic Review, American Economic Association, vol. 82(4), pages 942-63, September.
  27. T.D. Stanley, 2006. "Meta-Regression Methods for Detecting and Estimating Empirical Effects in the Presence of Publication Selection," Economics Series 2006_20, Deakin University, Faculty of Business and Law, School of Accounting, Economics and Finance.
  28. M. Ruth & K. Donaghy & P. Kirshen, 2006. "Introduction," Chapters, in: Regional Climate Change and Variability, chapter 1 Edward Elgar.
  29. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
  30. Jamison, Eliot A. & Jamison, Dean T. & Hanushek, Eric A., 2007. "The effects of education quality on income growth and mortality decline," Economics of Education Review, Elsevier, vol. 26(6), pages 771-788, December.
  31. 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.
  32. Robert J. Barro, 1998. "Determinants of Economic Growth: A Cross-Country Empirical Study," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262522543, June.
  33. Kalaitzidakis, P. & Mamuneas, T.P. & Stengos, T., 2003. "Rankings of Academic Journals and Institutions," Working Papers 2003-8, University of Guelph, Department of Economics and Finance.
  34. Edward Nketiah-Amponsah, 2009. "Public spending and economic growth: evidence from Ghana (1970-2004)," Development Southern Africa, Taylor & Francis Journals, vol. 26(3), pages 477-497.
  35. T. D. Stanley & Stephen B. Jarrell, 2005. "Meta-Regression Analysis: A Quantitative Method of Literature Surveys," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 299-308, 07.
  36. Duarte Bom, P.R. & Ligthart, J.E., 2008. "How Productive is Public Capital? A Meta-Analysis," Discussion Paper 2008-10, Tilburg University, Center for Economic Research.
  37. Niloy Bose & M. Emranul Haque & Denise R. Osborn, 2007. "Public Expenditure And Economic Growth: A Disaggregated Analysis For Developing Countries," Manchester School, University of Manchester, vol. 75(5), pages 533-556, 09.
  38. Sterlacchini, Alessandro, 2008. "R&D, higher education and regional growth: Uneven linkages among European regions," Research Policy, Elsevier, vol. 37(6-7), pages 1096-1107, July.
  39. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
  40. Durlauf, S.M. & Johnson, P.A., 1995. "Multiple Regimes and Cross-Country Growth Behavior," Working papers 9419r, Wisconsin Madison - Social Systems.
  41. K. Sandar Kyaw & Ronald Macdonald, 2009. "Capital Flows and Growth in Developing Countries: A Dynamic Panel Data Analysis," Oxford Development Studies, Taylor & Francis Journals, vol. 37(2), pages 101-122.
  42. 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.
  43. Chris Doucouliagos & T.D. Stanley, 2013. "Are All Economic Facts Greatly Exaggerated? Theory Competition And Selectivity," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 316-339, 04.
  44. Temple, Jonathan, 1999. "A positive effect of human capital on growth," Economics Letters, Elsevier, vol. 65(1), pages 131-134, October.
  45. Cohen, Daniel & Soto, Marcelo, 2001. "Growth and Human Capital: Good Data, Good Results," CEPR Discussion Papers 3025, C.E.P.R. Discussion Papers.
  46. Pantelis Kalaitzidakis & Theofanis P. Mamuneas & Thanasis Stengos, 2010. "An Updated Ranking of Academic Journals in Economics," Working Paper Series 15_10, The Rimini Centre for Economic Analysis.
  47. T.D. Stanley & Chris Doucouliagous & Stephen B. Jarrell, 2006. "Meta-Regression Analysis as the Socio-Economics of Economic Research," Economics Series 2006_21, Deakin University, Faculty of Business and Law, School of Accounting, Economics and Finance.
  48. Iršová, Zuzana & Havránek, Tomáš, 2013. "Determinants of Horizontal Spillovers from FDI: Evidence from a Large Meta-Analysis," World Development, Elsevier, vol. 42(C), pages 1-15.
  49. Kwabena Gyimah-Brempong & Oliver Paddison & Workie Mitiku, 2006. "Higher education and economic growth in Africa," Journal of Development Studies, Taylor & Francis Journals, vol. 42(3), pages 509-529.
  50. Michael Boozer & Gustav Ranis & Frances Stewart & Tavneet Suri, 2003. "Paths to Success: The Relationship Between Human Development and Economic Growth," Working Papers 874, Economic Growth Center, Yale University.
  51. Pantelis Kalaitzidakis & Theofanis P Mamuneas & Thanasis Stengos, 2001. "Rankings of Academic Journals and Institutions in Economics," Discussion Papers in Economics 01/8, Department of Economics, University of Leicester.
  52. 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.
  53. Colm Harmon & Hessel Oosterbeek & Ian Walker, 2003. "The Returns to Education: Microeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 115-156, 04.
  54. Lee, Keun & Kim, Byung-Yeon, 2009. "Both Institutions and Policies Matter but Differently for Different Income Groups of Countries: Determinants of Long-Run Economic Growth Revisited," World Development, Elsevier, vol. 37(3), pages 533-549, March.
  55. Kalaitzidakis, P. & Mamuneas, T.P. & Savvides, A. & Stengos, T., 2000. "Measures of Human Capital and Nonlinearities in Economic Growth," Working Papers 2000-5, University of Guelph, Department of Economics and Finance.
  56. Groot, Wim & Maassen van den Brink, Henriette, 2000. "Overeducation in the labor market: a meta-analysis," Economics of Education Review, Elsevier, vol. 19(2), pages 149-158, April.
  57. Chen, Baizhu & Phillips, Kerk L., 2008. "Regional Growth in China: An Empirical Investigation using Multiple Imputation and Province-level Panel Data," MPRA Paper 23553, University Library of Munich, Germany.
  58. Chris Doucouliagos, 2005. "Publication Bias in the Economic Freedom and Economic Growth Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 367-387, 07.
  59. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
  60. Barry P. Bosworth & Susan M. Collins, 2003. "The Empirics of Growth: An Update," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 34(2), pages 113-206.
  61. T. D. Stanley, 2001. "Wheat from Chaff: Meta-analysis as Quantitative Literature Review," Journal of Economic Perspectives, American Economic Association, vol. 15(3), pages 131-150, Summer.
  62. David E. Bloom & Jeffrey D. Sachs, 1998. "Geography, Demography, and Economic Growth in Africa," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 29(2), pages 207-296.
  63. Peter Foldvari & Bas van Leeuwen, 2009. "An alternative interpretation of 'average years of education' in growth regressions," Applied Economics Letters, Taylor & Francis Journals, vol. 16(9), pages 945-949.
  64. Adam, Antonis & Kammas, Pantelis & Lagou, Athina, 2013. "The effect of globalization on capital taxation: What have we learned after 20years of empirical studies?," Journal of Macroeconomics, Elsevier, vol. 35(C), pages 199-209.
  65. Hristos Doucouliagos & T. D. Stanley, 2009. "Publication Selection Bias in Minimum-Wage Research? A Meta-Regression Analysis," British Journal of Industrial Relations, London School of Economics, vol. 47(2), pages 406-428, 06.
  66. Efendic, Adnan & Pugh, Geoff & Adnett, Nick, 2011. "Institutions and economic performance: A meta-regression analysis," European Journal of Political Economy, Elsevier, vol. 27(3), pages 586-599, September.
  67. Boopen Seetanah, 2009. "The economic importance of education: Evidence from Africa using dynamic panel data analysis," Journal of Applied Economics, Universidad del CEMA, vol. 0, pages 137-157, May.
  68. Barbara Sianesi & John Van Reenen, 2003. "The Returns to Education: Macroeconomics," Journal of Economic Surveys, Wiley Blackwell, vol. 17(2), pages 157-200, 04.
  69. Baldacci, Emanuele & Clements, Benedict & Gupta, Sanjeev & Cui, Qiang, 2008. "Social Spending, Human Capital, and Growth in Developing Countries," World Development, Elsevier, vol. 36(8), pages 1317-1341, August.
  70. Jon Nelson & Peter Kennedy, 2009. "The Use (and Abuse) of Meta-Analysis in Environmental and Natural Resource Economics: An Assessment," Environmental & Resource Economics, European Association of Environmental and Resource Economists, vol. 42(3), pages 345-377, March.
  71. Lee, Doo Won & Lee, Tong Hun, 1995. "Human capital and economic growth Tests based on the international evaluation of educational achievement," Economics Letters, Elsevier, vol. 47(2), pages 219-225, February.
  72. Katarina Keller, 2006. "Education Expansion, Expenditures per Student and the Effects on Growth in Asia," Global Economic Review, Taylor & Francis Journals, vol. 35(1), pages 21-42.
  73. E. N. Appiah & W. W. McMahon, 2002. "The Social Outcomes of Education and Feedbacks on Growth in Africa," Journal of Development Studies, Taylor & Francis Journals, vol. 38(4), pages 27-68.
  74. Christopher F Baum, 2006. "An Introduction to Modern Econometrics using Stata," Stata Press books, StataCorp LP, number imeus, November.
  75. Trinh Le & John Gibson & Les Oxley, 2005. "Measures of human capital: A review of the literature," Treasury Working Paper Series 05/10, New Zealand Treasury.
  76. Azariadis, Costas & Drazen, Allan, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, MIT Press, vol. 105(2), pages 501-26, May.
  77. Stephen Knowles & Paula K. Lorgelly, 2002. "Are educational gender gaps a brake on economic development? Some cross-country empirical evidence," Oxford Economic Papers, Oxford University Press, vol. 54(1), pages 118-149, January.
Full references (including those not matched with items on IDEAS)

This item is featured on the following reading lists or Wikipedia pages:

  1. Meta-Analysis in Economics

When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:46143. 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: (Ekkehart Schlicht)

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.