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Forecasting Youth Unemployment Through Educational and Demographic Indicators: A Panel Time-Series Approach

Author

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  • Arsen Tleppayev

    (Faculty of Economics and Entrepreneurship, Kazakh-German University, Almaty 050010, Kazakhstan)

  • Saule Zeinolla

    (Faculty of Economics and Entrepreneurship, Kazakh-German University, Almaty 050010, Kazakhstan)

Abstract

Youth unemployment remains a pressing issue in many emerging economies, where educational disparities and demographic pressures interact in complex ways. This study investigates the links between higher-education enrolment, demographic structure and youth unemployment in eight developing countries from 2009 to 2023. Panel cointegration techniques—Fully Modified Ordinary Least Squares (FMOLS) and Dynamic Ordinary Least Squares (DOLS)—are applied to estimate the long-run effects of gross tertiary-school enrolment on youth unemployment while controlling for GDP growth and youth-cohort size. Robustness is confirmed through complementary estimations with pooled-mean-group ARDL and system-GMM panels, which deliver consistent coefficient signs and significance levels. Results show a significant negative elasticity between enrolment and youth unemployment, indicating that wider access to higher education helps lower joblessness among young people. Youth-population growth exerts an opposite, positive effect, while GDP growth reduces unemployment but less uniformly across regions. The evidence points to an integrated policy mix—expanding tertiary (especially vocational and technical) education, managing demographic pressure and maintaining macro-economic stability—to improve youth-employment outcomes in emerging economies.

Suggested Citation

  • Arsen Tleppayev & Saule Zeinolla, 2025. "Forecasting Youth Unemployment Through Educational and Demographic Indicators: A Panel Time-Series Approach," Forecasting, MDPI, vol. 7(3), pages 1-20, July.
    • Handle: RePEc:gam:jforec:v:7:y:2025:i:3:p:37-:d:1703239
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    References listed on IDEAS

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    1. Pedroni, Peter, 2004. "Panel Cointegration: Asymptotic And Finite Sample Properties Of Pooled Time Series Tests With An Application To The Ppp Hypothesis," Econometric Theory, Cambridge University Press, vol. 20(3), pages 597-625, June.
    2. Hashem Pesaran, M. & Yamagata, Takashi, 2008. "Testing slope homogeneity in large panels," Journal of Econometrics, Elsevier, vol. 142(1), pages 50-93, January.
    3. Richard Freeman & David G. Blanchflower, 2000. "Introduction to "Youth Employment and Joblessness in Advanced Countries"," NBER Chapters, in: Youth Employment and Joblessness in Advanced Countries, pages 1-16, National Bureau of Economic Research, Inc.
    4. Stock, James H & Watson, Mark W, 1993. "A Simple Estimator of Cointegrating Vectors in Higher Order Integrated Systems," Econometrica, Econometric Society, vol. 61(4), pages 783-820, July.
    5. Kao, Chihwa, 1999. "Spurious regression and residual-based tests for cointegration in panel data," Journal of Econometrics, Elsevier, vol. 90(1), pages 1-44, May.
    6. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    7. Gustman, Alan L & Steinmeier, Thomas L, 1981. "The Impact of Wages and Unemployment on Youth Enrollment and Labor Supply," The Review of Economics and Statistics, MIT Press, vol. 63(4), pages 553-560, November.
    8. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    9. Hamit-Haggar, Mahamat, 2012. "Greenhouse gas emissions, energy consumption and economic growth: A panel cointegration analysis from Canadian industrial sector perspective," Energy Economics, Elsevier, vol. 34(1), pages 358-364.
    10. Blanchflower, David G. & Freeman, Richard B. (ed.), 2000. "Youth Employment and Joblessness in Advanced Countries," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226056586, June.
    11. David Lam, 2014. "Youth bulges and youth unemployment," IZA World of Labor, Institute of Labor Economics (IZA), pages 1-26, May.
    12. David G. Blanchflower & Richard B. Freeman, 2000. "Youth Employment and Joblessness in Advanced Countries," NBER Books, National Bureau of Economic Research, Inc, number blan00-1, October.
    13. Das, Krishna Surjya, 2025. "Youth unemployment and associated factors in India," Children and Youth Services Review, Elsevier, vol. 169(C).
    14. Egessa Abel & Nnyanzi John Bosco & Muwanga James, 2021. "Determinants of youth unemployment in Uganda: The role of gender, education, residence, and age," IZA Journal of Labor Policy, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 11(1), pages 1-29, January.
    15. repec:bla:obuest:v:61:y:1999:i:0:p:653-70 is not listed on IDEAS
    16. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    17. Murat Demirci & Meltem Poyraz, 2021. "Post-Compulsory Schooling of Youth in Turkey during the Great Recession: A Case of Pro-cyclical Enrollment," Koç University-TUSIAD Economic Research Forum Working Papers 2117, Koc University-TUSIAD Economic Research Forum.
    18. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    19. Mauro, Luciano & Carmeci, Gaetano, 2003. "Long run growth and investment in education: Does unemployment matter?," Journal of Macroeconomics, Elsevier, vol. 25(1), pages 123-137, March.
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