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Convergence Triggers in Africa: Evidence from Convergence Clubs and Panel Models

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  • Aweng Peter Majok Garang
  • Hatice Erkekoglu

Abstract

This paper investigates the formation of convergence clubs and examines the drivers of growth convergence in Africa by accounting for individual heterogenous effects and establishing transitional paths. We particularly employ the sophisticated log t test to identify underlying convergence clubs and use LSDVC as a benchmark model for analysing the drivers of convergence. We also apply the System Generalized method of moments (GMM) model for sensitivity purposes. Our results reveal four core convergence clubs; seemingly characterised by the measures of institutional stability with distinct transitional paths. We consequently highlight the importance of initial conditions, human capital and institutions in the formation of convergence clubs. Thus, the paper provides insights into the adoption of differentiated development policies consistent with the specific conditions of African countries with the integration agenda driven by accelerated levels of human capital development and technological progress.

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  • Aweng Peter Majok Garang & Hatice Erkekoglu, 2021. "Convergence Triggers in Africa: Evidence from Convergence Clubs and Panel Models," South African Journal of Economics, Economic Society of South Africa, vol. 89(2), pages 218-245, June.
  • Handle: RePEc:bla:sajeco:v:89:y:2021:i:2:p:218-245
    DOI: 10.1111/saje.12282
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    as
    1. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185, November.
    2. Ma, Hengyun & Oxley, Les, 2012. "The emergence and evolution of regional convergence clusters in China's energy markets," Energy Economics, Elsevier, vol. 34(1), pages 82-94.
    3. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    4. Wolassa Lawisso Kumo, 2011. "Working Paper 130 - Growth and Macroeconomic Convergence in Southern Africa," Working Paper Series 314, African Development Bank.
    5. Hansen, Lars Peter, 1982. "Large Sample Properties of Generalized Method of Moments Estimators," Econometrica, Econometric Society, vol. 50(4), pages 1029-1054, July.
    6. Ángel Estrada & Jordi Galí & David López-Salido, 2013. "Patterns of Convergence and Divergence in the Euro Area," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 61(4), pages 601-630, December.
    7. Guetat, Imene & Serranito, Francisco, 2007. "Income convergence within the MENA countries: A panel unit root approach," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(5), pages 685-706, February.
    8. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    9. Armin Falk & Anke Becker & Thomas Dohmen & Benjamin Enke & David Huffman & Uwe Sunde, 2018. "Global Evidence on Economic Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(4), pages 1645-1692.
    10. Adriana Arreaza & Bent E. Sgrensen & Oved Yosha, 1999. "Consumption Smoothing through Fiscal Policy in OECD and EU Countries," NBER Chapters, in: Fiscal Institutions and Fiscal Performance, pages 59-80, National Bureau of Economic Research, Inc.
    11. repec:aer:wpaper:200 is not listed on IDEAS
    12. Willem te Velde, Dirk, 2011. "Regional Integration, Growth and Convergence," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 26, pages 1-28.
    13. Pesaran, M.H. & Shin, Y., 1995. "An Autoregressive Distributed Lag Modelling Approach to Cointegration Analysis," Cambridge Working Papers in Economics 9514, Faculty of Economics, University of Cambridge.
    14. Matthew Odedokun & Jeffery I. Round, 2001. "Determinants of Income Inequality and its Effects on Economic Growth: Evidence from African Countries," WIDER Working Paper Series DP2001-103, World Institute for Development Economic Research (UNU-WIDER).
    15. 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.
    16. Nasfi Fkili Wahiba, 2015. "Convergence and Divergence among Countries," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 5(3), pages 510-520.
    17. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    18. Joachim Schnurbus & Harry Haupt & Verena Meier, 2017. "Economic Transition and Growth: A Replication," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(5), pages 1039-1042, August.
    19. Harald Badinger & Werner Muller & Gabriele Tondl, 2004. "Regional Convergence in the European Union, 1985- 1999: A Spatial Dynamic Panel Analysis," Regional Studies, Taylor & Francis Journals, vol. 38(3), pages 241-253.
    20. Ekaterini Panopoulou & Theologos Pantelidis, 2009. "Club Convergence in Carbon Dioxide Emissions," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 44(1), pages 47-70, September.
    21. Bartkowska, Monika & Riedl, Aleksandra, 2012. "Regional convergence clubs in Europe: Identification and conditioning factors," Economic Modelling, Elsevier, vol. 29(1), pages 22-31.
    22. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    23. Nicholas Apergis & Christina Christou & Stephen Miller, 2012. "Convergence patterns in financial development: evidence from club convergence," Empirical Economics, Springer, vol. 43(3), pages 1011-1040, December.
    24. André Sapir & Marco Buti, 1998. "Economic policy in EMU," ULB Institutional Repository 2013/8078, ULB -- Universite Libre de Bruxelles.
    25. Deininger, Klaus & Squire, Lyn, 1998. "New ways of looking at old issues: inequality and growth," Journal of Development Economics, Elsevier, vol. 57(2), pages 259-287.
    26. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    27. Mr. Etienne B Yehoue & Gilles J. Dufrénot, 2005. "Real Exchange Rate Misalignment: A Panel Co-Integration and Common Factor Analysis," IMF Working Papers 2005/164, International Monetary Fund.
    28. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    29. 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.
    30. Hideki Toya & Mark Skidmore & Raymond Robertson, 2010. "A Reevaluation of the Effect of Human Capital Accumulation on Economic Growth Using Natural Disasters as an Instrument," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 36(1), pages 120-137.
    31. Jimoh Olakunle SAKA & Ibiyemi Ajoke ONAFOWOKAN & Adekunle Ademayowa ADEBAYO, 2015. "Analysis of Convergence Criteria in a Proposed Monetary Union: A Study of the Economic Community of West African States," International Journal of Economics and Financial Issues, Econjournals, vol. 5(1), pages 230-239.
    32. J. Bradford De Long & Lawrence H. Summers, 1991. "Equipment Investment and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 445-502.
    33. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    34. Mark J. Holmes, 2005. "Is Long-Run Output Convergence Associated With International Cooperation? Some New Evidence For Selected African Countries," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 30(2), pages 67-85, December.
    35. Gadea Rivas, Maria Dolores & Sanz Villarroya, Isabel, 2017. "Testing the convergence hypothesis for OECD countries: A reappraisal," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 11, pages 1-22.
    36. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    37. Tamim Bayoumi & Barry Eichengreen, 1992. "Shocking Aspects of European Monetary Unification," NBER Working Papers 3949, National Bureau of Economic Research, Inc.
    38. Gradstein, Mark & Milanovic, Branko & Ying, Yvonne, 2001. "Democracy and income inequality : an empirical analysis," Policy Research Working Paper Series 2561, The World Bank.
    39. Armin Falk & Anke Becker & Thomas Dohmen & Benjamin Enke & David B. Huffman & Uwe Sunde, 2017. "Global Evidence on Economic Preferences," NBER Working Papers 23943, National Bureau of Economic Research, Inc.
    40. Konrad Lyncker & Rasmus Thoennessen, 2017. "Regional club convergence in the EU: evidence from a panel data analysis," Empirical Economics, Springer, vol. 52(2), pages 525-553, March.
    41. Haider, Adnan & Hameed, Shahzad & Wajid, Abdul, 2010. "Income Convergence Hypothesis: A Regional Comparison of selected East and South Asian Economies," MPRA Paper 23739, University Library of Munich, Germany.
    42. Nasfi Fkili Wahiba, 2015. "Convergence and Divergence among Countries," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 5(3), pages 510-520, March.
    43. Bayoumi, Tamim & Eichengreen, Barry, 1992. "Shocking Aspects of Monetary Unification," Department of Economics, Working Paper Series qt791143kp, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    44. Mr. Abdoul A Wane, 2004. "Growth and Convergence in WAEMU Countries," IMF Working Papers 2004/198, International Monetary Fund.
    45. Agnieszka Głodowska & Bożena Pera, 2019. "On the Relationship between Economic Integration, Business Environment and Real Convergence: The Experience of the CEE Countries," Economies, MDPI, vol. 7(2), pages 1-19, June.
    46. Luisa Corrado & Ron Martin & Melvyn Weeks, 2005. "Identifying and Interpreting Regional Convergence Clusters across Europe," Economic Journal, Royal Economic Society, vol. 115(502), pages 133-160, March.
    47. Aweng Peter Majok Garang & Hatice Erkekoglu, 2020. "Business Cycles Synchronisation and Symmetries in the Transition to East African Monetary Union," South African Journal of Economics, Economic Society of South Africa, vol. 88(4), pages 495-517, December.
    48. Baumol, William J, 1986. "Productivity Growth, Convergence, and Welfare: What the Long-run Data Show," American Economic Review, American Economic Association, vol. 76(5), pages 1072-1085, December.
    49. Ghosh, Madhusudan & Ghoshray, Atanu & Malki, Issam, 2013. "Regional divergence and club convergence in India," Economic Modelling, Elsevier, vol. 30(C), pages 733-742.
    50. Quah, Danny T., 1996. "Empirics for economic growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1353-1375, June.
    51. Amélie Charles & Olivier Darne & Jean-François Hoarau, 2012. "Convergence of real per capita GDP within COMESA countries: A panel unit root evidence," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 49(1), pages 53-71, August.
    52. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    53. Judson, Ruth A. & Owen, Ann L., 1999. "Estimating dynamic panel data models: a guide for macroeconomists," Economics Letters, Elsevier, vol. 65(1), pages 9-15, October.
    54. Ortigueira, Salvador & Santos, Manuel S, 1997. "On the Speed of Convergence in Endogenous Growth Models," American Economic Review, American Economic Association, vol. 87(3), pages 383-399, June.
    55. Eatzaz Ahmad & Amber Naz, 2000. "An Empirical Analysis of Convergence Hypothesis," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 39(4), pages 729-740.
    56. Daron Acemoglu, 2007. "Introduction to Modern Economic Growth," Levine's Bibliography 122247000000001721, UCLA Department of Economics.
    57. Nazrul Islam, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(4), pages 1127-1170.
    58. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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