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Regional efficiency convergence and efficiency clusters

Author

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  • Carlos Mendez

    (Nagoya University)

Abstract

Improving production efficiency at the regional level is often considered a means to reduce regional inequality. This article studies regional efficiency convergence across provinces in Indonesia over the 1990–2010 period. Through the lens of both classical and distributional convergence frameworks, the dispersion dynamics of the following three indicators are contrasted: overall efficiency, pure efficiency, and scale efficiency. Results from the classical convergence approach suggest that—on average—there is regional convergence in all these three efficiency measures. However, results from the distributional convergence approach indicate the existence of two local convergence clusters within the overall and pure efficiency distributions. Moreover, since scale efficiency is characterized by only one convergence cluster, the two clusters of pure efficiency appear to be driving the overall regional efficiency dynamics in Indonesia. The article concludes highlighting the importance of monitoring and evaluating heterogeneous (beyond average) behaviour, multiple convergence clusters, and geographic proximity when formulating regional policies that aim to reduce regional inequality.

Suggested Citation

  • Carlos Mendez, 2020. "Regional efficiency convergence and efficiency clusters," Asia-Pacific Journal of Regional Science, Springer, vol. 4(2), pages 391-411, June.
  • Handle: RePEc:spr:apjors:v:4:y:2020:i:2:d:10.1007_s41685-020-00144-w
    DOI: 10.1007/s41685-020-00144-w
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    as
    1. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    2. Axel Schaffer & Léopold Simar & Jan Rauland, 2011. "Decomposing Regional Efficiency," Journal of Regional Science, Wiley Blackwell, vol. 51(5), pages 931-947, December.
    3. Sala-i-Martin, Xavier X., 1996. "Regional cohesion: Evidence and theories of regional growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1325-1352, June.
    4. Quah, Danny T, 1996. "Twin Peaks: Growth and Convergence in Models of Distribution Dynamics," Economic Journal, Royal Economic Society, vol. 106(437), pages 1045-1055, July.
    5. Barro, Robert J & Sala-i-Martin, Xavier, 1992. "Convergence," Journal of Political Economy, University of Chicago Press, vol. 100(2), pages 223-251, April.
      • Barro, R.J. & Sala-I-Martin, X., 1991. "Convergence," Papers 645, Yale - Economic Growth Center.
      • Barro, Robert J. & Sala-i-Martin, Xavier, 1992. "Convergence," Scholarly Articles 3451299, Harvard University Department of Economics.
    6. Quah, Danny, 1997. "Empirics for growth and distribution," LSE Research Online Documents on Economics 2138, London School of Economics and Political Science, LSE Library.
    7. Gunawan, Anang & Mendez, Carlos & Santos-Marquez, Felipe, 2019. "Regional Income Disparities, Distributional Convergence, and Spatial Effects: Evidence from Indonesia," MPRA Paper 104265, University Library of Munich, Germany.
    8. Hengky Kurniawan & Henri L. F. de Groot & Peter Mulder, 2019. "Are poor provinces catching‐up the rich provinces in Indonesia?," Regional Science Policy & Practice, Wiley Blackwell, vol. 11(1), pages 89-108, March.
    9. Silvia Dal Bianco, 2016. "Going clubbing in the eighties: convergence in manufacturing sectors at a glance," Empirical Economics, Springer, vol. 50(2), pages 623-659, March.
    10. Robert J. Barro & Xavier Sala-i-Martin, 1991. "Convergence across States and Regions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(1), pages 107-182.
    11. Andrew T. Young & Matthew J. Higgins & Daniel Levy, 2008. "Sigma Convergence versus Beta Convergence: Evidence from U.S. County‐Level Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(5), pages 1083-1093, August.
    12. Quah, Danny, 1997. "Empirics for Growth and Distribution: Stratification, Polarization, and Convergence Clubs," CEPR Discussion Papers 1586, C.E.P.R. Discussion Papers.
    13. Dalgaard, Carl-Johan & Vastrup, Jacob, 2001. "On the measurement of [sigma]-convergence," Economics Letters, Elsevier, vol. 70(2), pages 283-287, February.
    14. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    15. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 5266, London School of Economics and Political Science, LSE Library.
    16. Danny Quah, 1996. "Twin Peaks: Growth and Convergence in Models of Distribution Dynamics," CEP Discussion Papers dp0280, Centre for Economic Performance, LSE.
    17. Pittau, Maria Grazia & Zelli, Roberto & Johnson, Paul, "undated". "Mixture Models and Convergence Clubs," Vassar College Department of Economics Working Paper Series 91, Vassar College Department of Economics.
    18. Jorge Garcia Garcia & Lana Soelistianingsih, 1998. "Why Do Differences in Provincial Incomes Persist in Indonesia?," Bulletin of Indonesian Economic Studies, Taylor & Francis Journals, vol. 34(1), pages 95-120.
    19. Mitsuhiko Kataoka, 2018. "Correction to: Inequality convergence in inefficiency and interprovincial income inequality in Indonesia for 1990–2010," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 315-315, August.
    20. Quah, D., 1990. "Galton'S Fallacy And The Tests Of The Convergence Hypothesis," Working papers 552, Massachusetts Institute of Technology (MIT), Department of Economics.
    21. Mitsuhiko Kataoka, 2018. "Inequality convergence in inefficiency and interprovincial income inequality in Indonesia for 1990–2010," Asia-Pacific Journal of Regional Science, Springer, vol. 2(2), pages 297-313, August.
    22. -, 2018. "The Inefficiency of Inequality," Libros y Documentos Institucionales, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), number 43443 edited by Eclac, September.
    23. 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.
    24. Quah, Danny, 1996. "Twin peaks : growth and convergence in models of distribution dynamics," LSE Research Online Documents on Economics 2278, London School of Economics and Political Science, LSE Library.
    25. Barro, Robert T. & Sala-I-Martin, Xavier, 1992. "Regional growth and migration: A Japan-United States comparison," Journal of the Japanese and International Economies, Elsevier, vol. 6(4), pages 312-346, December.
    26. Johnson, Paul A., 2005. "A continuous state space approach to "Convergence by Parts"," Economics Letters, Elsevier, vol. 86(3), pages 317-321, March.
    27. George Emmanuel Halkos & Nickolaos Tzeremes, 2010. "Measuring regional economic efficiency: the case of Greek prefectures," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(3), pages 603-632, December.
    28. Mitsuhiko Kataoka, 2013. "Capital Stock Estimates by Province and Interprovincial Distribution in Indonesia," Asian Economic Journal, East Asian Economic Association, vol. 27(4), pages 409-428, December.
    29. Darius Tirtosuharto, 2010. "The Impact Of Fiscal Decentralization And State Allocative Efficiency On Regional Growth In Indonesia," Journal of International Commerce, Economics and Policy (JICEP), World Scientific Publishing Co. Pte. Ltd., vol. 1(02), pages 287-307.
    30. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 3567, London School of Economics and Political Science, LSE Library.
    31. Epstein, Philip & Howlett, Peter & Schulze, Max-Stephan, 2003. "Distribution dynamics: stratification, polarization, and convergence among OECD economies, 1870-1992," Explorations in Economic History, Elsevier, vol. 40(1), pages 78-97, January.
    32. Charnes, Abraham & Cooper, William W. & Li, Shanling, 1989. "Using data envelopment analysis to evaluate efficiency in the economic performance of Chinese cities," Socio-Economic Planning Sciences, Elsevier, vol. 23(6), pages 325-344.
    33. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    34. Danny Quah, 1997. "Empirics for Growth and Distribution," CEP Discussion Papers dp0324, Centre for Economic Performance, LSE.
    35. Rati Ram, 2018. "Comparison of cross-country measures of sigma-convergence in per-capita income, 1960–2010," Applied Economics Letters, Taylor & Francis Journals, vol. 25(14), pages 1010-1014, August.
    36. Giuseppe Arbia & Roberto Basile & Gianfranco Piras, 2006. "Analyzing Intra-Distribution Dynamics: A Reappraisal," ERSA conference papers ersa06p262, European Regional Science Association.
    37. Quah, Danny T, 1997. "Empirics for Growth and Distribution: Stratification, Polarization, and Convergence Clubs," Journal of Economic Growth, Springer, vol. 2(1), pages 27-59, March.
    38. -, 2018. "The Inefficiency of Inequality," Documentos de posición del período de sesiones de la Comisión 43443, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    39. Stefano Magrini, 2009. "Why Should We Analyse Convergence Using the Distribution Dynamics Approach?," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 8(1), pages 5-34.
    40. J. V. Henderson & J. F. Thisse (ed.), 2004. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 4, number 4.
    41. Maria Grazia Pittau & Roberto Zelli & Riccardo Massari, 2016. "Evidence of Convergence Clubs Using Mixture Models," Econometric Reviews, Taylor & Francis Journals, vol. 35(7), pages 1317-1342, August.
    42. Magrini, Stefano, 1999. "The evolution of income disparities among the regions of the European Union," Regional Science and Urban Economics, Elsevier, vol. 29(2), pages 257-281, March.
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    Cited by:

    1. Aginta, Harry & Gunawan, Anang Budi & Mendez, Carlos, 2020. "Regional Income Disparities and Convergence Clubs in Indonesia: New District-Level Evidence 2000-2017," MPRA Paper 99079, University Library of Munich, Germany.
    2. Mitsuhiko Kataoka, 2020. "Total factor productivity change in Indonesia’s provincial economies for 1990–2015: Malmquist productivity index approach," Letters in Spatial and Resource Sciences, Springer, vol. 13(3), pages 233-243, December.

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