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Regional income convergence and conditioning factors in Turkey: revisiting the role of spatial dependence and neighbor effects

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  • Uğur Ursavaş

    (Zonguldak Bülent Ecevit University)

  • Carlos Mendez

    (Nagoya University)

Abstract

This paper studies regional income convergence and its conditioning factors across 81 provinces of Turkey over the 2007–2019 period. Through the lens of a nonlinear dynamic factor model, we first test the hypothesis that all provinces would eventually converge to a common long-run equilibrium. We reject this hypothesis and find that the provincial dynamics of income per capita are characterized by 6 convergence clubs. Next, we evaluate the conditioning factors behind club formation. Our results suggest that spatial dependence across provinces plays an essential role in the formation of convergence clubs. The spatial distribution of the convergence clubs has a clear spatial pattern, and the dynamics of the provincial income distribution are spatially integrated. We also find that geographical neighbors are more important for middle and high-income provinces. Finally, we show that the performance of geographical neighbors affects the probability of club membership through spillovers in capital accumulation and structural change.

Suggested Citation

  • Uğur Ursavaş & Carlos Mendez, 2023. "Regional income convergence and conditioning factors in Turkey: revisiting the role of spatial dependence and neighbor effects," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 71(2), pages 363-389, October.
  • Handle: RePEc:spr:anresc:v:71:y:2023:i:2:d:10.1007_s00168-022-01168-0
    DOI: 10.1007/s00168-022-01168-0
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    1. Ferhan Gezici & Geoffrey J. D. Hewings, 2007. "Spatial Analysis of Regional Inequalities in Turkey," European Planning Studies, Taylor & Francis Journals, vol. 15(3), pages 383-403, April.
    2. Luc Anselin & Sanjeev Sridharan & Susan Gholston, 2007. "Using Exploratory Spatial Data Analysis to Leverage Social Indicator Databases: The Discovery of Interesting Patterns," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 82(2), pages 287-309, June.
    3. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    4. Feng Li & Guangdong Li & Weishan Qin & Jing Qin & Haitao Ma, 2018. "Identifying Economic Growth Convergence Clubs and Their Influencing Factors in China," Sustainability, MDPI, vol. 10(8), pages 1-21, July.
    5. 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.
    6. 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.
    7. Fatih Celebioglu & Sandy Dall’erba, 2010. "Spatial disparities across the regions of Turkey: an exploratory spatial data analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 45(2), pages 379-400, October.
    8. Glawe, Linda & Wagner, Helmut, 2021. "Convergence, divergence, or multiple steady states? New evidence on the institutional development within the European Union," Journal of Comparative Economics, Elsevier, vol. 49(3), pages 860-884.
    9. Fabio Mazzola & Pietro Pizzuto, 2020. "Great Recession and club convergence in Europe: A cross‐country, cross‐region panel analysis (2000–2015)," Growth and Change, Wiley Blackwell, vol. 51(2), pages 676-711, June.
    10. Jülide Yildirim & Nadir Öcal & Süheyla Özyildirim, 2009. "Income Inequality and Economic Convergence in Turkey: A Spatial Effect Analysis," International Regional Science Review, , vol. 32(2), pages 221-254, April.
    11. Manfred Fischer, 2011. "A spatial Mankiw–Romer–Weil model: theory and evidence," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 47(2), pages 419-436, October.
    12. 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.
    13. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris, 2018. "House price convergence: Evidence from Australian cities," Economics Letters, Elsevier, vol. 170(C), pages 88-90.
    14. Pui Sun Tam, 2018. "Economic Transition and Growth Dynamics in Asia: Harmony or Discord?," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 60(3), pages 361-387, September.
    15. Burhan Can Karahasan, 2020. "Can neighbor regions shape club convergence? Spatial Markov chain analysis for Turkey," Letters in Spatial and Resource Sciences, Springer, vol. 13(2), pages 117-131, August.
    16. Weili Zhang & Jibin Fu & Quan Ju, 2020. "A study on the model of economic growth convergence in developing regions: an empirical analysis from Henan Province, China," Empirical Economics, Springer, vol. 59(2), pages 547-567, August.
    17. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    18. 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.
    19. Carlos Mendez, 2020. "Convergence Clubs in Labor Productivity and its Proximate Sources," SpringerBriefs in Economics, Springer, number 978-981-15-8629-3, October.
    20. Burhan Can Karahasan, 2020. "Winners and losers of rapid growth in Turkey: Analysis of the spatial variability of convergence," Papers in Regional Science, Wiley Blackwell, vol. 99(3), pages 603-644, June.
    21. 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.
    22. Weili Zhang & Wei Xu & Xiaoye Wang, 2019. "Regional convergence clubs in China: identification and conditioning factors," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(2), pages 327-350, April.
    23. 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.
    24. Carlos Mendez, 2020. "Convergence Clubs in Labor Productivity," SpringerBriefs in Economics, in: Convergence Clubs in Labor Productivity and its Proximate Sources, chapter 0, pages 33-39, Springer.
    25. Candelaria Barrios & Esther Flores & M. Ángeles Martínez, 2019. "Club convergence in innovation activity across European regions," Papers in Regional Science, Wiley Blackwell, vol. 98(4), pages 1545-1565, August.
    26. 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.
    27. Murat G. Kırdar & D. Şirin Saracoğlu, 2008. "Migration and regional convergence: An empirical investigation for Turkey," Papers in Regional Science, Wiley Blackwell, vol. 87(4), pages 545-566, November.
    28. Montañés, Antonio & Olmos, Lorena & Reyes, Marcelo, 2018. "Has the Great Recession affected the convergence process? The case of Spanish provinces," Economic Modelling, Elsevier, vol. 68(C), pages 360-371.
    29. Daniel A. Griffith, 2019. "Negative Spatial Autocorrelation: One of the Most Neglected Concepts in Spatial Statistics," Stats, MDPI, vol. 2(3), pages 1-28, August.
    30. Anang Budi Gunawan & Carlos Mendez & Shigeru Otsubo, 2021. "Provincial income convergence clubs in Indonesia: Identification and conditioning factors," Growth and Change, Wiley Blackwell, vol. 52(4), pages 2540-2575, December.
    31. Candelaria Barrios & Esther Flores & M. Ángeles Martínez, 2019. "Convergence clubs in Latin America," Applied Economics Letters, Taylor & Francis Journals, vol. 26(1), pages 16-20, January.
    32. Tolga Aksoy & Hüseyin Taştan & Özge Kama, 2019. "Revisiting income convergence in Turkey: Are there convergence clubs?," Growth and Change, Wiley Blackwell, vol. 50(3), pages 1185-1217, September.
    33. Kerui Du, 2017. "Econometric convergence test and club clustering using Stata," Stata Journal, StataCorp LP, vol. 17(4), pages 882-900, December.
    34. 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.
    35. Anoruo, Emmanuel, 2019. "Testing for Convergence in Per Capita Income within ECOWAS," Economia Internazionale / International Economics, Camera di Commercio Industria Artigianato Agricoltura di Genova, vol. 72(4), pages 493-512.
    36. Sergio Rey & Alan Murray & Luc Anselin, 2011. "Visualizing regional income distribution dynamics," Letters in Spatial and Resource Sciences, Springer, vol. 4(1), pages 81-90, March.
    37. Barro, Robert J & Sala-i-Martin, Xavier, 1992. "Convergence," Journal of Political Economy, University of Chicago Press, vol. 100(2), pages 223-251, April.
    38. Nicholas Apergis & Ekaterini Panopoulou & Chris Tsoumas, 2010. "Old Wine in a New Bottle: Growth Convergence Dynamics in the EU," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 38(2), pages 169-181, June.
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    1. Belloc, Ignacio, 2024. "Family house prices in the US: Convergence clubs by county (1975-2022)," MPRA Paper 121487, University Library of Munich, Germany.

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    More about this item

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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