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Determination of the Convergence of Turkey and European Union Countries in Terms of Youth Labor Indicators by Cluster Analysis

Author

Listed:
  • Ferdi Kesikoğlu

    (Department of Labor Economics and Industrial Relations, Faculty of Economics and Administrative Sciences, Zonguldak Bülent Ecevit University, Zonguldak 67000, Türkiye)

  • Ali İhsan Balcı

    (Department of Labor Economics and Industrial Relations, Faculty of Economics and Administrative Sciences, Zonguldak Bülent Ecevit University, Zonguldak 67000, Türkiye)

  • Ersin Eraslan

    (Department of Property Protection and Security, Vocational School of Social Sciences, Niğde Ömer Halis Demir University, Niğde 51100, Türkiye)

Abstract

The aim of this study, which was conducted on the basis of the convergence hypothesis, is to reveal the convergence problems of Turkey towards the European Union based on the basic indicators of the youth labor market. For this purpose, a large gender-disaggregated data set has been constructed with 29 observation units consisting of the European Union Average, European Union Countries, and Turkey, using the basic indicators of the youth labor market that point to the future, within Eurostat and Ilostat data. The clustering method, which is one of the advanced statistical techniques, was preferred to determine which countries are similar to each other and which are different from each other within the data set. In this study, where non-hierarchical and hierarchical clustering methods were used together, it was concluded that Turkey diverges from the developed countries of the European Union, such as Denmark, Germany, and the Netherlands, and is similar to countries such as the EU (27), Bulgaria, Czechia, and Italy. Along with this result, this study also reveals remarkable gender differences in the indicators for young men and young women in the youth labor market in Turkey, and that Turkey’s main convergence problem towards the European Union is realized in NEET rates. In this context, this study is completed with suggestions for various policy measures to address convergence problems, such as NEET, unemployment of young women, and low labor force participation rates of young women in Turkey, within the scope of sustainable development goals such as quality education and gender equality.

Suggested Citation

  • Ferdi Kesikoğlu & Ali İhsan Balcı & Ersin Eraslan, 2025. "Determination of the Convergence of Turkey and European Union Countries in Terms of Youth Labor Indicators by Cluster Analysis," Sustainability, MDPI, vol. 17(16), pages 1-25, August.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:16:p:7453-:d:1726812
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    References listed on IDEAS

    as
    1. Gregg, Paul & Tominey, Emma, 2005. "The wage scar from male youth unemployment," Labour Economics, Elsevier, vol. 12(4), pages 487-509, August.
    2. Kamila Borsekova & Samuel Korony & Hans Westlund, 2025. "Correction: Heterogeneous labour market trajectories in the EU: convergence, divergence and stagnation across regions," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 74(2), pages 1-2, June.
    3. Ron Martin, 1997. "Regional Unemployment Disparities and their Dynamics," Regional Studies, Taylor & Francis Journals, vol. 31(3), pages 237-252.
    4. 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.
    5. Masahisa Fujita & Paul Krugman, 2004. "The new economic geography: Past, present and the future," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 4, pages 177-206.
    6. Marco Caliendo & Ricarda Schmidl, 2016. "Youth unemployment and active labor market policies in Europe," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-30, December.
    7. Simona Iammarino & Andrés Rodriguez-Pose & Michael Storper, 2019. "Regional inequality in Europe: evidence, theory and policy implications," Journal of Economic Geography, Oxford University Press, vol. 19(2), pages 273-298.
    8. T. W. Swan, 1956. "ECONOMIC GROWTH and CAPITAL ACCUMULATION," The Economic Record, The Economic Society of Australia, vol. 32(2), pages 334-361, November.
    9. Eichhorst, Werner & Hinte, Holger & Rinne, Ulf, 2013. "Youth Unemployment in Europe: What to Do about It?," IZA Policy Papers 65, Institute of Labor Economics (IZA).
    10. Enrique López-Bazo & Tomás del Barrio & Manuel Artis, 2002. "The regional distribution of Spanish unemployment: A spatial analysis," Papers in Regional Science, Springer;Regional Science Association International, vol. 81(3), pages 365-389.
    11. Ruggero Cefalo & Rosario Scandurra & Yuri Kazepov, 2020. "Youth Labor Market Integration in European Regions," Post-Print hal-03501028, HAL.
    12. Stephen T. Marston, 1985. "Two Views of the Geographic Distribution of Unemployment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 100(1), pages 57-79.
    13. Carling, Kenneth & Richardson, Katarina, 2004. "The relative efficiency of labor market programs: Swedish experience from the 1990s," Labour Economics, Elsevier, vol. 11(3), pages 335-354, June.
    14. Masahisa Fujita & Paul Krugman, 2004. "The new economic geography: Past, present and the future," Advances in Spatial Science, in: Raymond J. G. M. Florax & David A. Plane (ed.), Fifty Years of Regional Science, pages 139-164, Springer.
    15. Fredriksson, Peter & Johansson, Per, 2003. "Employment, Mobility, and Active Labor Market Programs," Working Paper Series 2003:5, Uppsala University, Department of Economics.
    16. Paul Redmond & Ciara McFadden, 2023. "Young People Not in Employment, Education or Training (NEET): Concepts, Consequences and Policy Approaches," The Economic and Social Review, Economic and Social Studies, vol. 54(4), pages 285-327.
    17. Weller, Jürgen, 2007. "Youth employment: characteristics, tensions and challenges," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), August.
    18. 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.
    19. Steve Bradley & Giuseppe Migali & Maria Navarro Paniagua, 2020. "Spatial variations and clustering in the rates of youth unemployment and NEET: A comparative analysis of Italy, Spain, and the UK," Journal of Regional Science, Wiley Blackwell, vol. 60(5), pages 1074-1107, November.
    20. Werner Eichhorst & Núria Rodríguez-Planas & Ricarda Schmidl & Klaus F. Zimmermann, 2015. "A Road Map to Vocational Education and Training in Industrialized Countries," ILR Review, Cornell University, ILR School, vol. 68(2), pages 314-337, March.
    21. Igor Cvecic & Danijela Sokolic, 2018. "Impact of public expenditure in labour market policies and other selected factors on youth unemployment," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 31(1), pages 2060-2080, January.
    22. Oğuz Başol & Hüseyin Sevgi & Esin Cumhur Yalçın, 2023. "The Effect of Digitalization on Youth Unemployment for EU Countries: Treat or Threat?," Sustainability, MDPI, vol. 15(14), pages 1-15, July.
    23. 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.
    24. Sianesi, Barbara, 2008. "Differential effects of active labour market programs for the unemployed," Labour Economics, Elsevier, vol. 15(3), pages 370-399, June.
    25. S. Nahar & B. Inder, 2002. "Testing convergence in economic growth for OECD countries," Applied Economics, Taylor & Francis Journals, vol. 34(16), pages 2011-2022.
    26. Ruggero Cefalo & Rosario Scandurra & Yuri Kazepov, 2020. "Youth Labor Market Integration in European Regions," Sustainability, MDPI, vol. 12(9), pages 1-18, May.
    27. Jespersen, Svend T. & Munch, Jakob R. & Skipper, Lars, 2008. "Costs and benefits of Danish active labour market programmes," Labour Economics, Elsevier, vol. 15(5), pages 859-884, October.
    28. Paul Ryan, 2001. "The School-to-Work Transition: A Cross-National Perspective," Journal of Economic Literature, American Economic Association, vol. 39(1), pages 34-92, March.
    29. Eatzaz Ahmad & Amber Naz, 2000. "An Empirical Analysis of Convergence Hypothesis," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 39(4), pages 729-740.
    30. Santos Miguel Ruesga-Benito & Fernando González-Laxe & Xose Picatoste, 2018. "Sustainable Development, Poverty, and Risk of Exclusion for Young People in the European Union: The Case of NEETs," Sustainability, MDPI, vol. 10(12), pages 1-15, December.
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