Education and Economic Growth: A Meta-Regression Analysis

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.

[1]  Robert J. Barro,et al.  Economic Growth in a Cross Section of Countries , 1991 .

[2]  A Dynamic Analysis of Education and Economic Growth in Nigeria , 2008 .

[3]  S. Karagiannis,et al.  The Role of Human Capital in Economic Growth: Evidence from Greek Regions , 2010 .

[4]  Robert J. Barro,et al.  Human Capital and Growth , 2001 .

[5]  S. Thompson,et al.  How should meta‐regression analyses be undertaken and interpreted? , 2002, Statistics in medicine.

[6]  Broadus Mitchell,et al.  International historical statistics, Europe, 1750-1988 , 2000 .

[7]  Unesco P Ublishing World education report , 1998 .

[8]  P. Földvári,et al.  An alternative interpretation of ‘average years of education’ in growth regressions , 2009 .

[9]  J. Ligthart,et al.  How Productive is Public Capital? A Meta-Analysis , 2008, SSRN Electronic Journal.

[10]  Kwabena Gyimah-Brempong,et al.  Higher education and economic growth in Africa , 2006 .

[11]  Pantelis Kalaitzidakis,et al.  RANKINGS OF ACADEMIC JOURNALS AND INSTITUTIONS IN ECONOMICS , 2003 .

[12]  F. Stewart,et al.  Economic Growth and Human Development , 1997 .

[13]  Shankha Chakraborty,et al.  Endogenous lifetime and economic growth , 2004, J. Econ. Theory.

[14]  E. Swanson,et al.  A new database on human capital stock in developing and industrial countries: Sources, methodology, and results , 1995 .

[15]  Rangan Gupta,et al.  An Investigation of Openness and Economic Growth Using Panel Estimation , 2006 .

[16]  Ian Walker,et al.  The Returns to Education: Microeconomics , 2003 .

[17]  Jerik Hanushek,et al.  Schooling, Labor-force Quality, and the Growth of Nations , 2000 .

[18]  A. Siddiqui,et al.  MACROECONOMIC RETURNS TO EDUCATION IN SOUTH ASIA , 2006 .

[19]  Kevin M. Murphy,et al.  The Allocation of Talent: Implications for Growth , 1990 .

[20]  Peter E. Kennedy,et al.  The Use (and Abuse) of Meta-analysis in Environmental and Natural Resource Economics: an Assessment , 2022 .

[21]  L. Oxley,et al.  Measures of human capital: A review of the literature , 2005 .

[22]  Katarina R. I. Keller Education Expansion, Expenditures per Student and the Effects on Growth in Asia , 2006 .

[23]  G. Psacharopoulos The educational attainment of the labor force : an international comparison , 1986 .

[24]  Ruth A. Judson Measuring Human Capital Like Physical Capital: What Does it Tell Us? , 2002 .

[25]  B. Kiker Investment in human capital , 1971 .

[26]  S. Bhattacharyya Unbundled Institutions, Human Capital and Growth , 2009 .

[27]  Marcelo Soto,et al.  Growth and human capital: good data, good results , 2001 .

[28]  W. mcmahon,et al.  The Social Outcomes of Education and Feedbacks on Growth in Africa , 2002 .

[29]  Jess Benhabib,et al.  The role of human capital in economic development Evidence from aggregate cross-country data , 1994 .

[30]  P. Romer,et al.  Human Capital and Growth: Theory and Evidence , 1989 .

[31]  W. Belassi,et al.  The Impact of Education Expenditures on Economic Growth In Uganda: Evidence From Time Series Data , 2005 .

[32]  D. Jamison,et al.  The Effects of Education Quality on Income Growth and Mortality Decline , 2006 .

[33]  G. Psacharopoulos The Educational Composition of the Labour Force: An International Comparison. , 1986 .

[34]  D. Weil,et al.  A Contribution to the Empirics of Economic Growth Author ( s ) : , 2008 .

[35]  T. Stanley,et al.  Publication Selection Bias in Minimum-Wage Research? A Meta-Regression Analysis , 2009 .

[36]  M. Arellano,et al.  Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations , 1991 .

[37]  D. Osborn,et al.  Public Expenditure and Economic Growth: A Disaggregated Analysis for Developing Countries , 2003 .

[38]  Hristos Doucouliagos,et al.  Publication Bias in the Economic Freedom and Economic Growth Literature , 2005 .

[39]  Antonis Adam,et al.  The effect of globalization on capital taxation: What have we learned after 20 years of empirical studies? , 2013 .

[40]  T. Stanley,et al.  Are All Economic Facts Greatly Exaggerated? Theory Competition and Selectivity , 2013 .

[41]  Tommy Stanley,et al.  Meta-Regression Methods for Detecting and Estimating Empirical Effects in the Presence of Publication Selection , 2007 .

[42]  B. Bosworth,et al.  Economic Growth in East Asia: Accumulation versus Assimilation , 1996 .

[43]  Jonathan R.W. Temple,et al.  A positive effect of human capital on growth , 1999 .

[44]  Lester C. Thurow,et al.  INVESTMENT IN HUMAN CAPITAL , 2016 .

[45]  Pantelis Kalaitzidakis,et al.  Measures of Human Capital and Nonlinearities in Economic Growth , 2001 .

[46]  Andrea Bassanini,et al.  The Driving Forces of Economic Growth: Panel Data Evidence for the OECD Countries , 2002 .

[47]  Allan Drazen,et al.  Threshold Externalities in Economic Development , 1990 .

[48]  Dimitris Mavridis,et al.  A practical introduction to multivariate meta-analysis , 2013, Statistical methods in medical research.

[49]  Chris Papageorgiou,et al.  Distinguishing Between the Effects of Primary and Post‐primary Education on Economic Growth , 2003 .

[50]  R. Levine,et al.  A Sensitivity Analysis of Cross-Country Growth Regressions , 1991 .

[51]  E. Nketiah-Amponsah Public spending and economic growth: evidence from Ghana (1970–2004) , 2009 .

[52]  John Van Reenen,et al.  The Returns to Education: Macroeconomics , 2003 .

[53]  C. Morris Parametric Empirical Bayes Inference: Theory and Applications , 1983 .

[54]  A. Nurudeen,et al.  Government Expenditure And Economic Growth In Nigeria, 1970-2008: A Disaggregated Analysis , 2010 .

[55]  R. Barro Determinants of Economic Growth: A Cross-Country Empirical Study , 1996 .

[56]  Stephen B. Jarrell,et al.  Meta-Regression Analysis: A Quantitative Method of Literature Surveys , 1989 .

[57]  B. Seetanah The Economic Importance of Education: Evidence from Africa Using Dynamic Panel Data Analysis , 2009 .

[58]  Pantelis Kalaitzidakis,et al.  An Updated Ranking of Academic Journals in Economics (Une Mise À Jour De L'Ordonnancement Des Revues Scientifiques En Économie)  , 2011 .

[59]  S. Sharp,et al.  Explaining heterogeneity in meta-analysis: a comparison of methods. , 1997, Statistics in medicine.

[60]  Steven N. Durlauf,et al.  Multiple regimes and cross‐country growth behaviour , 1995 .

[61]  A. Efendic,et al.  Institutions and economic performance: A meta-regression analysis , 2011 .

[62]  Zuzana Irsova,et al.  Determinants of Horizontal Spillovers from FDI: Evidence from a Large Meta-Analysis , 2013 .

[63]  Stephen B. Jarrell,et al.  Meta-Regression Analysis as the Socio-Economics of Economic Research , 2008 .

[64]  R. Domènech,et al.  Instituto de Análisis Económico (CSIC) and , 2000 .

[65]  Benedict Clements,et al.  Social Spending, Human Capital, and Growth in Developing Countries: Implications for Achieving the MDGs , 2004, SSRN Electronic Journal.

[66]  Tong Hun Lee,et al.  Human capital and economic growth Tests based on the international evaluation of educational achievement , 1995 .

[67]  Wim Groot,et al.  Are we educating too much? Overeducation in the labor market: A meta analysis , 2000 .

[68]  R. Barro,et al.  International Data on Educational Attainment Updates and Implications , 2000 .

[69]  Wei-Bin Zhang Economic Oscillations in a Multi-Country Growth Model with Free Trade and Tourism , 2015 .

[70]  E. Hanushek,et al.  The role of cognitive skills in economic development , 2008 .

[71]  P. D. Owen,et al.  Are educational gender gaps a brake on economic development? Some cross‐country empirical evidence , 2002 .

[72]  N. Gemmell Evaluating the impacts of human capital stocks and accumulation on economic growth: some new evidence. , 2009, Oxford bulletin of economics and statistics.

[73]  M. Tsumagari Investment in Education and Economic Growth , 1994 .

[74]  Broadus Mitchell,et al.  International Historical Statistics , 1998 .

[75]  Peter J. Klenow,et al.  Does Schooling Cause Growth , 2000 .

[76]  V. Costantini,et al.  Environment, Human Development and Economic Growth , 2006 .

[77]  Byung-Yeon Kim,et al.  Both Institutions and Policies Matter but Differently for Different Income Groups of Countries: Determinants of Long-Run Economic Growth Revisited , 2009 .

[78]  Tommy Stanley,et al.  Beyond Publication Bias , 2005 .

[79]  M. Arellano,et al.  Another look at the instrumental variable estimation of error-components models , 1995 .

[80]  R. Barro,et al.  International Comparisons of Educational Attainment , 1993 .

[81]  Gustav Ranis,et al.  Paths to Success: The Relationship between Human Development and Economic Growth , 2003 .

[82]  George A. Kyriacou,et al.  Level and Growth Effects of Human Capital: A Cross-Country Study of the Convergence Hypothesis , 1991 .

[83]  Stephen B. Jarrell,et al.  Meta-Regression Analysis as the Socio-Economics of Economic Research , 2008 .

[84]  Ludger Woessmann,et al.  How Much Do Educational Outcomes Matter in OECD Countries? , 2010, SSRN Electronic Journal.

[85]  S. Collins,et al.  The Empirics of Growth: An Update , 2003 .

[86]  Alessandro Sterlacchini,et al.  R&D, higher education and regional growth: Uneven linkages among European regions , 2008 .

[87]  N. Lawal Education and economic growth : the Nigerian experience , 2011 .

[88]  S. Fauzel,et al.  The Impact Of Education On Economic Growth: The Case Of Mauritius , 2010 .

[89]  Broadus Mitchell,et al.  International historical statistics : the Americas 1750-1993 , 1993 .

[90]  T. Stanley,et al.  Wheat from Chaff: Meta-Analysis as Quantitative Literature Review: Response , 2001 .

[91]  R. MacDonald,et al.  Capital Flows and Growth in Developing Countries: A Dynamic Panel Data Analysis , 2009 .

[92]  J. Sachs,et al.  Geography, demography, and economic growth in Africa. , 1998, Brookings papers on economic activity.

[93]  Christopher F. Baum An Introduction to Modern Econometrics Using Stata , 2006 .

[94]  Chun-Li Tsai,et al.  Human Capital Composition and Economic Growth , 2010 .

[95]  L. Pritchett Where Has All the Education Gone? , 1996 .

[96]  R. Blundell,et al.  Initial Conditions and Moment Restrictions in Dynamic Panel Data Models , 1998 .

[97]  Kerk L. Phillips,et al.  Regional Growth in China: An Empirical Investigation using Multiple Imputation and Province-level Panel Data , 2008 .