IDEAS home Printed from https://ideas.repec.org/a/bla/growch/v40y2009i2p314-331.html
   My bibliography  Save this article

European Regional Convergence Revisited: A Weighted Least Squares Approach

Author

Listed:
  • 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.

Suggested Citation

  • 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
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1468-2257.2009.00477.x
    Download Restriction: no

    File URL: https://libkey.io/10.1111/j.1468-2257.2009.00477.x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    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. Zhang, Junsen & Li, Tianyou, 2002. "International Inequality and Convergence in Educational Attainment, 1960-1990," Review of Development Economics, Wiley Blackwell, vol. 6(3), pages 383-392, October.
    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. Cashin, Paul, 1995. "Economic Growth and Convergence across the Seven Colonies of Australasia: 1861-1991," The Economic Record, The Economic Society of Australia, vol. 71(213), pages 132-144, June.
    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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. 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.
    3. Panagiotis Artelaris & Paschalis A. Arvanitidis & George Petrakos, 2011. "Convergence patterns in the world economy: exploring the nonlinearity hypothesis," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 38(3), pages 236-252, August.
    4. Ahmet Kýndap & Tayyar Dogan, 2019. "Regional Economic Convergence and Spatial Spillovers in Turkey," International Econometric Review (IER), Econometric Research Association, vol. 11(1), pages 1-23, April.
    5. Eckey, Hans-Friedrich & Türck, Matthias, 2007. "Convergence of EU-Regions. A Literature Report," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 10, pages 5-32.
    6. Paul Johnson & Chris Papageorgiou, 2020. "What Remains of Cross-Country Convergence?," Journal of Economic Literature, American Economic Association, vol. 58(1), pages 129-175, March.
    7. Cem Ertur & Julie Le Gallo & Catherine Baumont, 2006. "The European Regional Convergence Process, 1980-1995: Do Spatial Regimes and Spatial Dependence Matter?," International Regional Science Review, , vol. 29(1), pages 3-34, January.
    8. Capolupo, Rosa, 2009. "The New Growth Theories and Their Empirics after Twenty Years," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-72.
    9. Joseph DeJuan & Marc Tomljanovich, 2005. "Income convergence across Canadian provinces in the 20th century: Almost but not quite there," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(3), pages 567-592, September.
    10. Srinivas, Goli, 2014. "Demographic convergence and its linkage with health inequalities in India," MPRA Paper 79823, University Library of Munich, Germany, revised 05 Dec 2014.
    11. Sheila Chapman & Stefania Cosci & Loredana Mirra, 2012. "Income dynamics in an enlarged Europe: the role of capital regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 48(3), pages 663-693, June.
    12. Steven N. Durlauf & Andros Kourtellos & Chih Ming Tan, 2008. "Empirics of Growth and Development," Chapters, in: Amitava Krishna Dutt & Jaime Ros (ed.), International Handbook of Development Economics, Volumes 1 & 2, volume 0, chapter 3, Edward Elgar Publishing.
    13. Maurseth, Per Botolf, 2001. "Convergence, geography and technology," Structural Change and Economic Dynamics, Elsevier, vol. 12(3), pages 247-276, September.
    14. Enrico Fabrizi & Gianni Guastella & Stefano Marta & Francesco Timpano, 2016. "Determinants of Intra-Distribution Dynamics in European Regions: An Empirical Assessment of the Role of Structural Intervention," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 107(5), pages 522-539, December.
    15. Maria Abreu & Henri L.F. de Groot & Raymond J.G.M. Florax, 2005. "A Meta-Analysis of Beta-Convergence: The Legendary Two-Percent," Tinbergen Institute Discussion Papers 05-001/3, Tinbergen Institute.
    16. Maria Garrone & Dorien Emmers & Alessandro Olper & Jo Swinnen, 2018. "Subsidies and Agricultural Productivity: CAP payments and labour productivity (convergence) in EU agriculture," Working Papers of LICOS - Centre for Institutions and Economic Performance 634340, KU Leuven, Faculty of Economics and Business (FEB), LICOS - Centre for Institutions and Economic Performance.
    17. Chowdhury, Khorshed & Mallik, Girijasankar, 2007. "SPair-Wise Output Convergence in East Asia and the Pacific: An Application of Stochastic Unit Root Test," Economics Working Papers wp07-07, School of Economics, University of Wollongong, NSW, Australia.
    18. Eftychia Tsanana & Constantinos Katrakilidis, 2014. "Do Balkan economies catch up with EU? New evidence from panel unit root analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 41(4), pages 641-662, November.
    19. Ulaşan, Bülent, 2012. "Cross-country growth empirics and model uncertainty: An overview," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 6, pages 1-69.
    20. Robert Stimson & Roger R. Stough & Peter Nijkamp (ed.), 2011. "Endogenous Regional Development," Books, Edward Elgar Publishing, number 14154.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bla:growch:v:40:y:2009:i:2:p:314-331. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0017-4815 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.