IDEAS home Printed from https://ideas.repec.org/a/spr/anresc/v71y2023i2d10.1007_s00168-022-01168-0.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00168-022-01168-0
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00168-022-01168-0?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. Oded Galor, 1996. "Convergence?: Inferences from Theoretical Models," Working Papers 96-3, Brown University, Department of Economics.
    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. 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.
    13. 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.
    14. Awaworyi Churchill, Sefa & Inekwe, John & Ivanovski, Kris, 2018. "House price convergence: Evidence from Australian cities," Economics Letters, Elsevier, vol. 170(C), pages 88-90.
    15. 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.
    16. 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.
    17. 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.
    18. Peter C. B. Phillips & Donggyu Sul, 2007. "Transition Modeling and Econometric Convergence Tests," Econometrica, Econometric Society, vol. 75(6), pages 1771-1855, November.
    19. 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.
    20. Carlos Mendez, 2020. "Convergence Clubs in Labor Productivity and its Proximate Sources," SpringerBriefs in Economics, Springer, number 978-981-15-8629-3, October.
    21. 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.
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. 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.
    33. 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.
    34. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," Economic Journal, Royal Economic Society, vol. 106(437), pages 1056-1069, July.
    35. Kerui Du, 2017. "Econometric convergence test and club clustering using Stata," Stata Journal, StataCorp LP, vol. 17(4), pages 882-900, December.
    36. 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.
    37. 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.
    38. 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.
    39. 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.
    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. Sayel Basel & R. Prabhakara Rao & K. U. Gopakumar, 2021. "Analysis of club convergence for economies: identification and testing using development indices," Asia-Pacific Journal of Regional Science, Springer, vol. 5(3), pages 885-908, October.
    2. 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.
    3. 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.
    4. Yinnan He & Ruxiang Qin & Bangjun Wang, 2023. "On the Club Convergence in China’s Provincial Coal Consumptions: Evidence from a Nonlinear Time-Varying Factor Model," Sustainability, MDPI, vol. 15(3), pages 1-18, January.
    5. 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).
    6. 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.
    7. Linda Glawe & Carlos Mendez, 2023. "Schooling Ain’t Learning in Europe: A Club Convergence Perspective," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 65(2), pages 324-361, June.
    8. Gulati, Rachita, 2022. "Bank ownership and governance quality in India: Evolution and detection of convergence clubs," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    9. Harry Aginta, 2021. "Spatial dynamics of consumer price in Indonesia: convergence clubs and conditioning factors," Asia-Pacific Journal of Regional Science, Springer, vol. 5(2), pages 427-451, June.
    10. Saadet Kasman & Adnan Kasman, 2021. "Convergence in obesity and overweight rates across OECD countries: evidence from the stochastic and club convergence tests," Empirical Economics, Springer, vol. 61(2), pages 1063-1096, August.
    11. Carlos Mendez & Mitsuhiko Kataoka, 2021. "Disparities in regional productivity, capital accumulation, and efficiency across Indonesia: A club convergence approach," Review of Development Economics, Wiley Blackwell, vol. 25(2), pages 790-809, May.
    12. Sedat Alataş & Erkam Sarı, 2021. "An Empirical Investigation on Regional Disparities in Public Expenditures: Province Level Evidence from Turkey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 158(1), pages 217-240, November.
    13. Arfat Ahmad Sofi & Subash Sasidharan & Mohammad Younus Bhat, 2023. "Economic growth and club convergence: Is there a neighbour's effect?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(3), pages 2475-2494, July.
    14. Diego Aboal & Bibiana Lanzilotta & Martin Pereyra & Maria Paz Queraltó, 2020. "Regional Economic Development and Convergence Clubs in Uruguay," Documentos de Trabajo 17902, The Latin American and Caribbean Economic Association (LACEA).
    15. Linda Glawe & Helmut Wagner, 2021. "Divergence Tendencies in the European Integration Process: A Danger for the Sustainability of the E(M)U?," JRFM, MDPI, vol. 14(3), pages 1-22, March.
    16. 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.
    17. Carlos Mendez-Guerra, 2017. "Heterogeneous Growth and Regional (Di)Convergence in Bolivia: A Distribution Dynamics Approach," Economia Coyuntural,Revista de temas de perspectivas y coyuntura, Instituto de Investigaciones Economicas y Sociales 'Jose Ortiz Mercado' (IIES-JOM), Facultad de Ciencias Economicas, Administrativas y Financieras, Universidad Autonoma Gabriel Rene Moreno, vol. 2(4), pages 81-108.
    18. Matysiak, George & Olszewski, Krzysztof, 2019. "A Panel Analysis of Polish Regional Cities Residential Price Convergence in the Primary Market," MPRA Paper 94660, University Library of Munich, Germany.
    19. Aweng Peter Majok Garang & Hatice Erkekoglu, 2021. "Convergence Triggers in Africa: Evidence from Convergence Clubs and Panel Models," South African Journal of Economics, Economic Society of South Africa, vol. 89(2), pages 218-245, June.
    20. Mitsuhiko Kataoka & Al-Ikram Taupan Darangina, 2023. "Imperial Manila syndrome in poverty reduction: a province-level spatial distribution analysis," Asia-Pacific Journal of Regional Science, Springer, vol. 7(1), pages 1-28, March.

    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

    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:spr:anresc:v:71:y:2023:i:2:d:10.1007_s00168-022-01168-0. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.