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Real income convergence and the patterns of financial integration in the EU

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  • Cavallaro, Eleonora
  • Villani, Ilaria

Abstract

We analyse real income convergence among the EU28 countries throughout 1995–2017 and the relationship with the convergence patterns of financial systems. We apply the nonlinear latent factor model of Phillips and Sul (2007, 2009) to real incomes and the IMF financial development indices for financial markets and financial institutions (Svirydzenka, 2016), and identify convergence clubs endogenously. We have several results. First, income disparities narrowed significantly over the last twenty years; yet, the growth convergence process lost momentum triggered by the global financial crisis and countries legacies shaped up asymmetries that have crystallised. Second, countries' financial systems exhibit high fragmentation, especially for financial markets, with the new EU member states at a lower financial development, confirming the existence of a two-tier Europe. Overall, the convergence patterns for real incomes and financial development are strongly correlated. Finally, the financial structure matters and market-oriented economies feature higher long-run growth, indicating the need to implement pan-European policy actions that increase the opportunities of risk diversification, enhance capital raising and channel large-scale financing to firms.

Suggested Citation

  • Cavallaro, Eleonora & Villani, Ilaria, 2021. "Real income convergence and the patterns of financial integration in the EU," The North American Journal of Economics and Finance, Elsevier, vol. 56(C).
  • Handle: RePEc:eee:ecofin:v:56:y:2021:i:c:s1062940820302229
    DOI: 10.1016/j.najef.2020.101337
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    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Apergis, Nicholas & Christou, Christina & Miller, Stephen M., 2014. "Country and industry convergence of equity markets: International evidence from club convergence and clustering," The North American Journal of Economics and Finance, Elsevier, vol. 29(C), pages 36-58.
    3. Nicholas Apergis & Christina Christou & Christis Hassapis, 2014. "Accounting standards convergence dynamics," Accounting Research Journal, Emerald Group Publishing Limited, vol. 27(3), pages 226-248, October.
    4. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    5. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1915-1967.
    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. Luigi Guiso & Tullio Jappelli & Mario Padula & Marco Pagano, 2004. "Financial market integration and economic growth in the EU [‘International measures of schooling years and schooling quality’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 19(40), pages 524-577.
    8. Perez-Sebastian, Fidel, 2000. "Transitional dynamics in an R&D-based growth model with imitation: Comparing its predictions to the data," Journal of Monetary Economics, Elsevier, vol. 45(2), pages 437-461, April.
    9. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    10. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    11. Peter L. Rousseau & Paul Wachtel, 2011. "What Is Happening To The Impact Of Financial Deepening On Economic Growth?," Economic Inquiry, Western Economic Association International, vol. 49(1), pages 276-288, January.
    12. Susanto Basu & David N. Weil, 1998. "Appropriate Technology and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1025-1054.
    13. 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.
    14. Hoffmann, Mathias & Maslov, Egor & Sørensen, Bent E., 2022. "Small firms and domestic bank dependence in Europe's great recession," Journal of International Economics, Elsevier, vol. 137(C).
    15. Howitt, Peter & Mayer-Foulkes, David, 2005. "R&D, Implementation, and Stagnation: A Schumpeterian Theory of Convergence Clubs," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(1), pages 147-177, February.
    16. Bartkowska, Monika & Riedl, Aleksandra, 2012. "Regional convergence clubs in Europe: Identification and conditioning factors," Economic Modelling, Elsevier, vol. 29(1), pages 22-31.
    17. Bernard, Andrew B. & Durlauf, Steven N., 1996. "Interpreting tests of the convergence hypothesis," Journal of Econometrics, Elsevier, vol. 71(1-2), pages 161-173.
    18. Oded Galor, 1996. "Convergence?: Inferences from Theoretical Models," Working Papers 96-3, Brown University, Department of Economics.
    19. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    20. Hodrick, Robert J & Prescott, Edward C, 1997. "Postwar U.S. Business Cycles: An Empirical Investigation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 1-16, February.
    21. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    22. Papaioannou, Elias, 2009. "What drives international financial flows? Politics, institutions and other determinants," Journal of Development Economics, Elsevier, vol. 88(2), pages 269-281, March.
    23. Asli Demirgüç-Kunt & Erik Feyen & Ross Levine, 2013. "The Evolving Importance of Banks and Securities Markets," The World Bank Economic Review, World Bank, vol. 27(3), pages 476-490.
    24. repec:imf:imfsdn:15/8 is not listed on IDEAS
    25. Barro, Robert J & Sala-i-Martin, Xavier, 1997. "Technological Diffusion, Convergence, and Growth," Journal of Economic Growth, Springer, vol. 2(1), pages 1-26, March.
    26. Landesmann, Michael A. & Stöllinger, Roman, 2019. "Structural change, trade and global production networks: An ‘appropriate industrial policy’ for peripheral and catching-up economies," Structural Change and Economic Dynamics, Elsevier, vol. 48(C), pages 7-23.
    27. Philipp Hartmann & Florian Heider & Elias Papaioannou & Marco Lo Duca, 2007. "The role of financial markets and innovation in productivity and growth in Europe," Occasional Paper Series 72, European Central Bank.
    28. 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.
    29. Cihak, Martin & Demirguc-Kunt, Asli & Feyen, Erik & Levine, Ross, 2012. "Benchmarking financial systems around the world," Policy Research Working Paper Series 6175, The World Bank.
    30. Masten, Arjana Brezigar & Coricelli, Fabrizio & Masten, Igor, 2008. "Non-linear growth effects of financial development: Does financial integration matter?," Journal of International Money and Finance, Elsevier, vol. 27(2), pages 295-313, March.
    31. Raymond Fisman & Inessa Love, 2007. "Financial Dependence and Growth Revisited," Journal of the European Economic Association, MIT Press, vol. 5(2-3), pages 470-479, 04-05.
    32. Demyanyk, Yuliya & Volosovych, Vadym, 2008. "Gains from financial integration in the European Union: Evidence for new and old members," Journal of International Money and Finance, Elsevier, vol. 27(2), pages 277-294, March.
    33. Li, Qi & Stengos, Thanasis, 1996. "Semiparametric estimation of partially linear panel data models," Journal of Econometrics, Elsevier, vol. 71(1-2), pages 389-397.
    34. 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.
    35. Guglielmo Caporale & Burcu Erdogan & Vladimir Kuzin, 2015. "Testing stock market convergence: a non-linear factor approach," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 42(3), pages 481-498, August.
    36. Evans, Paul, 1998. "Using Panel Data to Evaluate Growth Theories," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 295-306, May.
    37. Robertson, D & Symons, J, 1992. "Some Strange Properties of Panel Data Estimators," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(2), pages 175-189, April-Jun.
    38. Cai, Zongwu & Li, Qi, 2008. "Nonparametric Estimation Of Varying Coefficient Dynamic Panel Data Models," Econometric Theory, Cambridge University Press, vol. 24(5), pages 1321-1342, October.
    39. Singh, Ajit & Weisse, Bruce A., 1998. "Emerging stock markets, portfolio capital flows and long-term economie growth: Micro and macroeconomic perspectives," World Development, Elsevier, vol. 26(4), pages 607-622, April.
    40. Baltagi, Badi H. & Li, Qi, 2002. "On instrumental variable estimation of semiparametric dynamic panel data models," Economics Letters, Elsevier, vol. 76(1), pages 1-9, June.
    41. Azariadis, Costas, 1996. "The Economics of Poverty Traps: Part One: Complete Markets," Journal of Economic Growth, Springer, vol. 1(4), pages 449-496, December.
    42. Mihály Borsi & Norbert Metiu, 2015. "The evolution of economic convergence in the European Union," Empirical Economics, Springer, vol. 48(2), pages 657-681, March.
    43. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(2), pages 501-526.
    44. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    45. Monfort, Mercedes & Cuestas, Juan Carlos & Ordóñez, Javier, 2013. "Real convergence in Europe: A cluster analysis," Economic Modelling, Elsevier, vol. 33(C), pages 689-694.
    46. 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.
    47. Cavallaro, Eleonora & Cutrini, Eleonora, 2019. "Distance and beyond: What drives financial flows to emerging economies?," Economic Modelling, Elsevier, vol. 81(C), pages 533-550.
    48. Hartmann, Philipp & Papaioannou, Elias & Lo Duca, Marco & Heider, Florian, 2007. "The role of financial markets and innovation in productivity and growth in Europe," Occasional Paper Series 72, European Central Bank.
    49. Katsiaryna Svirydzenka, 2016. "Introducing a New Broad-based Index of Financial Development," IMF Working Papers 2016/005, International Monetary Fund.
    50. Quah, D., 1990. "Galton'S Fallacy And The Tests Of The Convergence Hypothesis," Working papers 552, Massachusetts Institute of Technology (MIT), Department of Economics.
    51. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    52. Kerui Du, 2017. "Econometric convergence test and club clustering using Stata," Stata Journal, StataCorp LP, vol. 17(4), pages 882-900, December.
    53. Ms. Ratna Sahay & Mr. Martin Cihak & Mr. Papa M N'Diaye & Mr. Adolfo Barajas & Ms. Diana B Ayala Pena & Ran Bi & Miss Yuan Gao & Ms. Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Sv, 2015. "Rethinking Financial Deepening: Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 2015/008, International Monetary Fund.
    54. Evans, Paul & Karras, Georgios, 1996. "Convergence revisited," Journal of Monetary Economics, Elsevier, vol. 37(2-3), pages 249-265, April.
    55. Cutrini, Eleonora, 2019. "Economic integration, structural change, and uneven development in the European Union," Structural Change and Economic Dynamics, Elsevier, vol. 50(C), pages 102-113.
    56. 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.
    57. Parente, Stephen L & Prescott, Edward C, 1994. "Barriers to Technology Adoption and Development," Journal of Political Economy, University of Chicago Press, vol. 102(2), pages 298-321, April.
    58. 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.
    59. Leonardo Gambacorta & Jing Yang & Kostas Tsatsaronis, 2014. "Financial structure and growth," BIS Quarterly Review, Bank for International Settlements, March.
    60. Ratna Sahay & Martin Cihak & Papa M N'Diaye & Adolfo Barajas & Diana B Ayala Pena & Ran Bi & Yuan Gao & Annette J Kyobe & Lam Nguyen & Christian Saborowski & Katsiaryna Svirydzenka & Seyed Reza Yousef, 2015. "Rethinking Financial Deepening; Stability and Growth in Emerging Markets," IMF Staff Discussion Notes 15/08, International Monetary Fund.
    61. 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.
    62. 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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