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A Meta‐Analysis of β‐Convergence: the Legendary 2%

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  • Maria Abreu
  • Henri L. F. de Groot
  • Raymond J. G. M. Florax

Abstract

. The topic of convergence is at the heart of a wide‐ranging debate in the growth literature, and empirical studies of convergence differ widely in their theoretical backgrounds, empirical specifications, and in their treatment of cross‐sectional heterogeneity. Despite these differences, a rate of convergence of about 2% has been found under a variety of different conditions, resulting in the widespread belief that the rate of convergence is a natural constant. We use meta‐analysis to investigate whether there is substance to the ‘myth’ of the 2% convergence rate and to assess several unresolved issues of interpretation and estimation. Our data set contains approximately 600 estimates taken from a random sample of empirical growth studies published in peer‐reviewed journals. The results indicate that it is misleading to speak of a natural convergence rate since estimates of different growth regressions come from different populations, and we find that correcting for the bias resulting from unobserved heterogeneity in technology levels leads to higher estimates of the rate of convergence. We also find that correcting for endogeneity of the explanatory variables has a substantial effect on the estimates and that measures of financial and fiscal development are important determinants of long‐run differences in per capita income levels. We show that although the odds of a study being published is not uniform for studies with different p‐values, publication bias has no significant effect on the conclusions of the analysis.

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  • Maria Abreu & Henri L. F. de Groot & Raymond J. G. M. Florax, 2005. "A Meta‐Analysis of β‐Convergence: the Legendary 2%," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 389-420, July.
  • Handle: RePEc:bla:jecsur:v:19:y:2005:i:3:p:389-420
    DOI: 10.1111/j.0950-0804.2005.00253.x
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    as
    1. Ramey, Garey & Ramey, Valerie A, 1995. "Cross-Country Evidence on the Link between Volatility and Growth," American Economic Review, American Economic Association, vol. 85(5), pages 1138-1151, December.
    2. Carlos R. Azzoni, 2001. "Economic growth and regional income inequality in Brazil," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 35(1), pages 133-152.
    3. Masters, William A & McMillan, Margaret S, 2001. "Climate and Scale in Economic Growth," Journal of Economic Growth, Springer, vol. 6(3), pages 167-186, September.
    4. Nijkamp, Peter & Poot, Jacques, 2004. "Meta-analysis of the effect of fiscal policies on long-run growth," European Journal of Political Economy, Elsevier, vol. 20(1), pages 91-124, March.
    5. Guillaumont, Patrick & Jeanneney, Sylviane Guillaumont & Brun, Jean-Francois, 1999. "How Instability Lowers African Growth," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 8(1), pages 87-107, March.
    6. Panizza, Ugo, 2002. "Income Inequality and Economic Growth: Evidence from American Data," Journal of Economic Growth, Springer, vol. 7(1), pages 25-41, March.
    7. Donald A. R. George & Les Oxley & Ken Carlaw, 2003. "Economic Growth in Transition," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 227-237, July.
    8. Taylor, Alan M., 1999. "Sources of convergence in the late nineteenth century," European Economic Review, Elsevier, vol. 43(9), pages 1621-1645, October.
    9. Patrick T. Hultberg & M. Ishaq Nadiri & Robin C. Sickles, 1999. "An International Comparison of Technology Adoption and Efficiency: A Dynamic Panel Model," Annals of Economics and Statistics, GENES, issue 55-56, pages 449-474.
    10. Anke E. Hoeffler, 2002. "The augmented Solow model and the African growth debate," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 64(2), pages 135-158, May.
    11. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, Oxford University Press, vol. 106(2), pages 407-443.
    12. Jasper M. Dalhuisen & Raymond J. G. M. Florax & JHenri L. F. de Groot & Peter Nijkamp, 2003. "Price and Income Elasticities of Residential Water Demand: A Meta-Analysis," Land Economics, University of Wisconsin Press, vol. 79(2), pages 292-308.
    13. Durlauf, Steven N. & Quah, Danny T., 1999. "The new empirics of economic growth," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 4, pages 235-308, Elsevier.
    14. Bliss, Christopher, 1999. "Galton's Fallacy and Economic Convergence," Oxford Economic Papers, Oxford University Press, vol. 51(1), pages 4-14, January.
    15. Collender, Robert N. & Shaffer, Sherrill, 2003. "Local bank office ownership, deposit control, market structure, and economic growth," Journal of Banking & Finance, Elsevier, vol. 27(1), pages 27-57, January.
    16. Card, David & Krueger, Alan B, 1995. "Time-Series Minimum-Wage Studies: A Meta-analysis," American Economic Review, American Economic Association, vol. 85(2), pages 238-243, May.
    17. Quah, D., 1990. "Galton'S Fallacy And The Tests Of The Convergence Hypothesis," Working papers 552, Massachusetts Institute of Technology (MIT), Department of Economics.
    18. James C. Murdoch & Todd Sandler, 2002. "Economic Growth, Civil Wars, and Spatial Spillovers," Journal of Conflict Resolution, Peace Science Society (International), vol. 46(1), pages 91-110, February.
    19. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 70(1), pages 65-94.
    20. Basil Jones, 2002. "Economic Integration and Convergence of Per Capita Income in West Africa," African Development Review, African Development Bank, vol. 14(1), pages 18-47.
    21. Judson, Ruth & Orphanides, Athanasios, 1999. "Inflation, Volatility and Growth," International Finance, Wiley Blackwell, vol. 2(1), pages 117-138, April.
    22. Stephen Dobson & Carlyn Ramlogan & Eric Strobl, 2006. "Why Do Rates Of Β‐Convergence Differ? A Meta‐Regression Analysis," Scottish Journal of Political Economy, Scottish Economic Society, vol. 53(2), pages 153-173, May.
    23. Berthelemy, J C & Varoudakis, A, 1995. "Thresholds in Financial Development and Economic Growth," The Manchester School of Economic & Social Studies, University of Manchester, vol. 63(0), pages 70-84, Suppl..
    24. repec:dgr:rugccs:199902 is not listed on IDEAS
    25. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 107(2), pages 407-437.
    26. Robert Lensink & Hong Bo & Elmer Sterken, 1999. "Does uncertainty affect economic growth? An empirical analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 135(3), pages 379-396, September.
    27. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    28. 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.
    29. 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 363-389, September.
    30. Jack Vevea & Larry Hedges, 1995. "A general linear model for estimating effect size in the presence of publication bias," Psychometrika, Springer;The Psychometric Society, vol. 60(3), pages 419-435, September.
    31. Peter Arena & Kenneth Button & Somik Lall, 2000. "Do regional economies converge?," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 6(1), pages 1-15, February.
    32. W. J. Henisz, 2000. "The Institutional Environment for Economic Growth," Economics and Politics, Wiley Blackwell, vol. 12(1), pages 1-31, March.
    33. Anil Rupasingha & Stephan J. Goetz & David Freshwater, 2002. "Social and institutional factors as determinants of economic growth: Evidence from the United States counties," Review of Economic Design, Springer;Society for Economic Design, vol. 81(2), pages 139-155, April.
    34. S. Dobson & C. Ramlogan, 2002. "Economic Growth and Convergence in Latin America," Journal of Development Studies, Taylor & Francis Journals, vol. 38(6), pages 83-104.
    35. Savvides, Andreas, 1995. "Economic growth in Africa," World Development, Elsevier, vol. 23(3), pages 449-458, March.
    36. Orley Ashenfelter & Colm Harmon & Hessel Oosterbeek, 1999. "A Review of Estimates of the Schooling/Earnings Relationship, with Tests for Publication Bias," Working Papers 804, Princeton University, Department of Economics, Industrial Relations Section..
    37. Paul Cashin & Norman Loayza, 1995. "Paradise Lost? Growth, Convergence, and Migration in the South Pacific," IMF Staff Papers, Palgrave Macmillan, vol. 42(3), pages 608-641, September.
    38. Temple, Jonathan, 1998. "Initial Conditions, Social Capital and Growth in Africa," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 7(3), pages 309-347, October.
    39. Erich Weede & Sebastian Kämpf, 2002. "The Impact of Intelligence and Institutional Improvements on Economic Growth," Kyklos, Wiley Blackwell, vol. 55(3), pages 361-380, August.
    40. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    41. Rick L. Williams, 2000. "A Note on Robust Variance Estimation for Cluster-Correlated Data," Biometrics, The International Biometric Society, vol. 56(2), pages 645-646, June.
    42. Cho, Dongchul, 1996. "An Alternative Interpretation of Conditional Convergence Results," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 28(4), pages 669-681, November.
    43. Nigel James Miller & Christopher Tsoukis, 2001. "On the optimality of public capital for long-run economic growth: evidence from panel data," Applied Economics, Taylor & Francis Journals, vol. 33(9), pages 1117-1129.
    44. Ruth Judson & Athanasios Orphanides, 1999. "Inflation, Volatility and Growth," International Finance, Wiley Blackwell, vol. 2(1), pages 117-138, April.
    45. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
    46. Ashenfelter, Orley & Harmon, Colm & Oosterbeek, Hessel, 1999. "A review of estimates of the schooling/earnings relationship, with tests for publication bias," Labour Economics, Elsevier, vol. 6(4), pages 453-470, November.
    47. V. Kerry Smith & Yoshiaki Kaoru, 1990. "Signals or Noise? Explaining the Variation in Recreation Benefit Estimates," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 72(2), pages 419-433.
    48. Jan Fagerberg & Bart Verspagen, 1996. "Heading for Divergence? Regional Growth in Europe Reconsidered," Journal of Common Market Studies, Wiley Blackwell, vol. 34(3), pages 431-448, September.
    49. Raymond J.G.M. Florax & Peter Nijkamp & Kenneth G. Willis (ed.), 2002. "Comparative Environmental Economic Assessment," Books, Edward Elgar Publishing, number 1945.
    50. repec:adr:anecst:y:1999:i:55-56:p:18 is not listed on IDEAS
    51. repec:kap:iaecre:v:6:y:2000:i:1:p:1-15 is not listed on IDEAS
    52. Holger Görg & Eric Strobl, 2016. "Multinational Companies And Productivity Spillovers: A Meta-Analysis," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 8, pages 145-161, World Scientific Publishing Co. Pte. Ltd..
    53. Simon Dixon & Scott McDonald & Jennifer Roberts, 2001. "AIDS and economic growth in Africa: a panel data analysis," Journal of International Development, John Wiley & Sons, Ltd., vol. 13(4), pages 411-426.
    54. Weede, Erich & Kampf, Sebastian, 2002. "The Impact of Intelligence and Institutional Improvements on Economic Growth," Kyklos, Wiley Blackwell, vol. 55(3), pages 361-380.
    55. Kalaitzidakis, Pantelis & Mamuneas, Theofanis P. & Savvides, Andreas & Stengos, Thanasis, 2001. "Measures of Human Capital and Nonlinearities in Economic Growth," Journal of Economic Growth, Springer, vol. 6(3), pages 229-254, September.
    56. Yamarik, Steven, 2000. "Can tax policy help explain state-level macroeconomic growth?," Economics Letters, Elsevier, vol. 68(2), pages 211-215, August.
    57. Friedman, Milton, 1992. "Do Old Fallacies Ever Die?," Journal of Economic Literature, American Economic Association, vol. 30(4), pages 2129-2132, December.
    58. Minier, Jenny A, 1998. "Democracy and Growth: Alternative Approaches," Journal of Economic Growth, Springer, vol. 3(3), pages 241-266, September.
    59. J. B. Taylor & M. Woodford (ed.), 1999. "Handbook of Macroeconomics," Handbook of Macroeconomics, Elsevier, edition 1, volume 1, number 1.
    60. Charalambos G. Tsangarides, 2001. "On Cross‐country Growth and Convergence: Evidence from African and OECD Countries," Journal of African Economies, Centre for the Study of African Economies (CSAE), vol. 10(4), pages 355-389.
    61. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January.
    62. Sue Duval & Richard Tweedie, 2000. "Trim and Fill: A Simple Funnel-Plot–Based Method of Testing and Adjusting for Publication Bias in Meta-Analysis," Biometrics, The International Biometric Society, vol. 56(2), pages 455-463, June.
    63. Jon D. Haveman & Vivian Lei & Janet S. Netz, 2001. "International Integration and Growth: A Survey and Empirical Investigation," Review of Development Economics, Wiley Blackwell, vol. 5(2), pages 289-311, June.
    64. Robert J. Barro & Jong-Wha Lee, 1993. "Losers and Winners in Economic Growth," NBER Working Papers 4341, National Bureau of Economic Research, Inc.
    65. Amable, Bruno, 2000. "International specialisation and growth," Structural Change and Economic Dynamics, Elsevier, vol. 11(4), pages 413-431, December.
    66. Bellettini, Giorgio & Ceroni, Carlotta Berti, 2000. "Social security expenditure and economic growth: an empirical assessment," Research in Economics, Elsevier, vol. 54(3), pages 249-275, September.
    67. repec:fth:prinin:425 is not listed on IDEAS
    68. repec:dgr:rugsom:99e23 is not listed on IDEAS
    69. repec:adr:anecst:y:1999:i:55-56 is not listed on IDEAS
    70. Hedges, Larry V., 1997. "The promise of replication in labour economics," Labour Economics, Elsevier, vol. 4(2), pages 111-114, June.
    71. Nazrul Islam, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, Oxford University Press, vol. 110(4), pages 1127-1170.
    72. Jonathan Temple, 2003. "The Long‐Run implications of Growth Theories," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 497-510, July.
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