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European Regional Convergence Revisited: A Weighted Least Squares Approach

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  • GEORGE PETRAKOS
  • PANAGIOTIS ARTELARIS

Abstract

A plethora of past studies have concluded that unconditional β‐convergence is present in a broad sample of regions, implying that poor regions grow faster than rich ones. All these econometric studies tend to overlook the relative importance or size of each region in the national setting, treating all regional observations as equal. However, this assumption might lead to unrealistic or misleading results. Convergence analysis could be more meaningful if it included a weighting mechanism taking into account the size of regions. The aim of this paper is to investigate whether the inclusion of a weighting mechanism in β‐convergence analysis, giving more weight to larger regions and less to smaller ones, can result in sharply different implications for the regional convergence‐divergence process. For this reason, both unweighted ordinary least squares (OLS) and weighted least squares estimators are used in the analysis of regional (intra‐national) convergence within 10 European Union (EU) countries over the period 1990–2000. The comparison between the two methods reveals that when regions are appropriately weighted for their size, intra‐national divergence, rather than convergence found with the OLS approach, seems to be the dominant experience in the EU.

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  • George Petrakos & Panagiotis Artelaris, 2009. "European Regional Convergence Revisited: A Weighted Least Squares Approach," Growth and Change, Wiley Blackwell, vol. 40(2), pages 314-331, June.
  • Handle: RePEc:bla:growch:v:40:y:2009:i:2:p:314-331
    DOI: 10.1111/j.1468-2257.2009.00477.x
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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. Davies, Sara & Hallet, Martin, 2002. "Interactions between National and Regional Development," Discussion Paper Series 26187, Hamburg Institute of International Economics.
    3. Andres RodrIguez-Pose & Ugo Fratesi†, 2004. "Between Development and Social Policies: The Impact of European Structural Funds in Objective 1 Regions," Regional Studies, Taylor & Francis Journals, vol. 38(1), pages 97-113.
    4. Sala-i-Martin, Xavier X, 1996. "The Classical Approach to Convergence Analysis," Economic Journal, Royal Economic Society, vol. 106(437), pages 1019-1036, July.
    5. Paul Cashin & Loris Strappazzon, 1998. "Disparities in Australian Regional Incomes: Are They Widening or Narrowing?," Australian Economic Review, The University of Melbourne, Melbourne Institute of Applied Economic and Social Research, vol. 31(1), pages 3-26, March.
    6. Aki Kangasharju, 1998. "beta convergence in Finland: regional differences in speed of convergence," Applied Economics, Taylor & Francis Journals, vol. 30(5), pages 679-687.
    7. Ron Martin, 2001. "EMU versus the regions? Regional convergence and divergence in Euroland," Journal of Economic Geography, Oxford University Press, vol. 1(1), pages 51-80, January.
    8. Costas Siriopoulos & Dimitrios Asteriou, 1998. "Testing for Convergence Across the Greek Regions," Regional Studies, Taylor & Francis Journals, vol. 32(6), pages 537-546, August.
    9. Philippe Martin, 1998. "Can Regional Policies Affect Growth and Geography in Europe?," Post-Print hal-03416388, HAL.
    10. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    11. Amos, Orley Jr., 1988. "Unbalanced regional growth and regional income inequality in the latter stages of development," Regional Science and Urban Economics, Elsevier, vol. 18(4), pages 549-566, November.
    12. Wade, Robert Hunter, 2004. "Is Globalization Reducing Poverty and Inequality?," World Development, Elsevier, vol. 32(4), pages 567-589, April.
    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. Galor, Oded & Zang, Hyoungsoo, 1997. "Fertility, income distribution, and economic growth: Theory and cross-country evidence," Japan and the World Economy, Elsevier, vol. 9(2), pages 197-229, May.
    15. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    16. Friso Schlitte & Tiiu Paas, 2008. "Regional Income Inequality and Convergence Processes in the EU-25," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 2008(Suppl. 2), pages 29-49.
    17. 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.
    18. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    19. Clarke, George R. G., 1995. "More evidence on income distribution and growth," Journal of Development Economics, Elsevier, vol. 47(2), pages 403-427, August.
    20. Damien Neven & Claudine Gouymte, 1995. "Regional Convergence in the European Community," Journal of Common Market Studies, Wiley Blackwell, vol. 33(1), pages 47-65, March.
    21. Niebuhr, Annekatrin, 2000. "Convergence and the effects of spatial interaction," HWWA Discussion Papers 110, Hamburg Institute of International Economics (HWWA).
    22. Matthew Cole & Eric Neumayer, 2003. "The pitfalls of convergence analysis: is the income gap really widening?," Applied Economics Letters, Taylor & Francis Journals, vol. 10(6), pages 355-357.
    23. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    24. Francisco Rodríguez & Dani Rodrik, 2001. "Trade Policy and Economic Growth: A Skeptic's Guide to the Cross-National Evidence," NBER Chapters, in: NBER Macroeconomics Annual 2000, Volume 15, pages 261-338, National Bureau of Economic Research, Inc.
    25. Grier, Kevin B. & Tullock, Gordon, 1989. "An empirical analysis of cross-national economic growth, 1951-1980," Journal of Monetary Economics, Elsevier, vol. 24(2), pages 259-276, September.
    26. Folster, Stefan & Henrekson, Magnus, 1999. "Growth and the public sector: a critique of the critics," European Journal of Political Economy, Elsevier, vol. 15(2), pages 337-358, June.
    27. Serge Coulombe & Frank C. Lee, 1995. "Convergence across Canadian Provinces, 1961 to 1991," Canadian Journal of Economics, Canadian Economics Association, vol. 28(4a), pages 886-898, November.
    28. repec:bla:rdevec:v:6:y:2002:i:3:p:383-92 is not listed on IDEAS
    29. Julide Yıldırım & Nadir Öcal, 2006. "Income Inequality and Economic Convergence in Turkey," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 13(3), pages 559-568, October.
    30. 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.
    31. Xavier Sala-i-Martin, 2001. "The disturbing 'rise' of global income inequality," Economics Working Papers 616, Department of Economics and Business, Universitat Pompeu Fabra, revised Apr 2002.
    32. Philippe Martin, 1998. "Can Regional Policies Affect Growth and Geography in Europe?," The World Economy, Wiley Blackwell, vol. 21(6), pages 757-774, August.
    33. Button, Kenneth J & Pentecost, Eric J, 1995. "Testing for Convergence of the EU Regional Economies," Economic Inquiry, Western Economic Association International, vol. 33(4), pages 664-671, October.
    34. Bernard, Andrew B & Durlauf, Steven N, 1995. "Convergence in International Output," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(2), pages 97-108, April-Jun.
    35. Nazrul Islam, 2003. "What have We Learnt from the Convergence Debate?," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 309-362, July.
    36. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
    37. Fedorov, Leonid, 2002. "Regional Inequality and Regional Polarization in Russia, 1990-99," World Development, Elsevier, vol. 30(3), pages 443-456, March.
    38. Davies, Sara & Hallet, Martin, 2002. "Interactions between national and regional development," HWWA Discussion Papers 207, Hamburg Institute of International Economics (HWWA).
    39. Edwards, Sebastian, 1998. "Openness, Productivity and Growth: What Do We Really Know?," Economic Journal, Royal Economic Society, vol. 108(447), pages 383-398, March.
    40. Sanjoy Chakravorty, 2000. "How Does Structural Reform Affect Regional Development? Resolving Contradictory Theory with Evidence from India," Economic Geography, Taylor & Francis Journals, vol. 76(4), pages 367-394, October.
    41. Noland, Marcus, 2005. "Religion and economic performance," World Development, Elsevier, vol. 33(8), pages 1215-1232, August.
    42. Giuseppe Arbia & Roberto Basile & Gianfranco Piras, 2005. "Using Spatial Panel Data in Modelling Regional Growth and Convergence," ISAE Working Papers 55, ISTAT - Italian National Institute of Statistics - (Rome, ITALY).
    43. 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.
    44. 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.
    45. Quah, Danny T., 1996. "Empirics for economic growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1353-1375, June.
    46. Abramovitz, Moses, 1986. "Catching Up, Forging Ahead, and Falling Behind," The Journal of Economic History, Cambridge University Press, vol. 46(2), pages 385-406, June.
    47. repec:bla:ecorec:v:71:y:1995:i:213:p:132-44 is not listed on IDEAS
    48. Helmut Hofer & Andreas Worgotter, 1997. "Regional Per Capita Income Convergence in Austria," Regional Studies, Taylor & Francis Journals, vol. 31(1), pages 1-12.
    49. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    50. Magrini, Stefano, 2004. "Regional (di)convergence," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 62, pages 2741-2796, Elsevier.
    51. Raffaele Paci, 1997. "More similar and less equal: Economic growth in the European regions," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 133(4), pages 609-634, December.
    52. Peter Gripaios & Paul Bishop & Sarah Keast, 2000. "Differences in GDP per head in GB counties: some suggested explanations," Applied Economics, Taylor & Francis Journals, vol. 32(9), pages 1161-1167.
    53. Emili Tortosa‐Ausina & Francisco Pérez & Matilde Mas & Francisco J. Goerlich, 2005. "Growth and Convergence Profiles in the Spanish Provinces (1965–1997)," Journal of Regional Science, Wiley Blackwell, vol. 45(1), pages 147-182, February.
    54. Mathur, Ashok, 1983. "Regional Development and Income Disparities in India: A Sectoral Analysis," Economic Development and Cultural Change, University of Chicago Press, vol. 31(3), pages 475-505, April.
    55. Dimitris K. Christopoulos & Efthymios G. Tsionas, 2004. "Convergence and regional productivity differences: Evidence from Greek prefectures," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 38(3), pages 387-396, September.
    56. 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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