Published 2026-03-25
Keywords
- Economic Growth, Jobless Growth, Panel Fourier Causality Test
- Ekonomik Büyüme, İşsiz Büyüme, Panel Fourier Nedensellik Testi
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Copyright (c) 2026 Ali Rauf Karataş- Müşerref Arık- Melike Buse Akcan

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
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Abstract
Jobless growth refers to a process in which economic growth occurs without a simultaneous increase in employment. It has become a concept extensively discussed in economic literature, particularly since the 1990s. This study examines the effects of economic growth on employment and unemployment, using the EU-27 as an example, and tests whether economic growth leads to an increase in employment and/or a decrease in unemployment in the long term. Within this scope, using data from 1991–2024, the causal relationships among economic growth, employment, and unemployment rates were analysed using the Panel Fourier Toda–Yamamoto causality test. This method offers significant advantages over traditional causality tests widely used in the literature, as it accounts for structural breaks and non-linear dynamics in the series. At the panel level, the evidence suggests that growth-driven employment creation is weak and inconsistent, implying that economic expansion does not directly translate into improved labour market outcomes. These results show that the capacity of economic growth to create employment may vary across countries, depending on country-specific structural characteristics, labour market dynamics, and the policy frameworks in place. The study aims to empirically contribute to the jobless growth literature by examining the growth–employment–unemployment relationship from a two-way perspective and highlighting the importance of inclusive, employment-friendly growth strategies for policymakers.
References
- Abou Hamia, M. A. (2016). Jobless growth: Empirical evidences from the Middle East and North Africa region. Journal for Labour Market Research, 49(3), 239–251. https://doi.org/10.1007/s12651-016-0207-z
- Abraham, V. (2019). Jobless growth through the lens of structural transformation. Indian Growth and Development Review, 12(2), 182–201. https://doi.org/10.1108/IGDR-07-2018-0077
- Abubakar, J., & Nurudeen, I. (2019). Economic Growth in India, Is It a Jobless Growth? An Empirical Examination Using Okun's Law. The Indian Journal of Labour Economics, 62(2), 307–317. https://doi.org/10.1007/s41027-019-00165-w
- Akter, M. (2021). Jobless Growth: Evidence from Bangladesh. International Journal of Multidisciplinary Informative Research and Review, 1(5), 220–231. https://doi.org/10.5281/ZENODO.5555696
- Akusta, E. (2025). Is Jobless Growth Valid in Türkiye? A Sectoral Analysis of the Relationship between Unemployment and Economic Growth (SSRN Scholarly Paper No. 5833102). Social Science Research Network. https://doi.org/10.17541/optimum.1640550
- Arora, H., Pradhan, K. C., & Sharma, R. (2024). Missing Linkages and Jobless Growth in India: An Econometric Analysis. Economic Papers: A Journal of Applied Economics and Policy, 43(3), 257–286. https://doi.org/10.1111/1759-3441.12410
- Ball, L., Leigh, D., & Loungani, P. (2017). Okun's Law: Fit at 50? Journal of Money, Credit and Banking, 49(7), 1413–1441.
- Bhargava, N., Alam, Q., & Sharma, V. (2025). Analysing dynamics between unemployment and economic growth: An empirical evidence from India using Okun's law. SN Business & Economics, 6(1), 10. https://doi.org/10.1007/s43546-025-00987-5
- Bhattacharya, B. B., & Sakthivel, S. (2003). Economic reforms and jobless growth in India in the 1990s. 46, 845–866.
- Bölükbaş, M. (2018). Kayıt Dışı İstihdam ve Genç İşsizlik Ekonomik Büyüme ile İlişkili Olabilir Mi? Türkiye İçin Ekonometrik Bir Analiz. Sosyal Güvenlik Dergisi, 8(2), 75–90. https://doi.org/10.32331/sgd.492902
- Das, R. C., & Ray, K. (2020). Does Globalisation Influence Employment? Empirical Investigation on Individual as well as Panel of South Asian Countries. Review of Market Integration, 12(1–2), 7–34. https://doi.org/10.1177/0974929220969222
- Dönmez, B., & Sugözü, İ. H. (2022). The relationship between unemployment and economic growth under okun's law: A spatial econometric analysis on eu countries. Reforma, 1(93), 35–44.
- Kaldor, N. (1957). A Model of Economic Growth. The Economic Journal, 67(268), 591–624. https://doi.org/10.2307/2227704
- Keynes, J. M. (1937). The general teory of eployment. The Quarterly Journal of Economics, 51(2), Article 2. https://doi.org/10.2307/1882087
- Kitov, I., & Kitov, O. (2011). Employment, Unemployment and Real Economic Growth. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1894209
- Lal, I., Muhammad, S. D., Jalil, M. A., & Hussain, A. (2010). Test of Okun's Law in Some Asian Countries Co-Integration Approach (SSRN Scholarly Paper No. 1562602). Social Science Research Network. https://doi.org/10.2139/ssrn.1562602
- Lucas, R. E. (1988). On the mechanics of economic development. Journal of Monetary Economics, 22(1), Article 1. https://doi.org/10.1016/0304-3932(88)90168-7
- Meyer, D. F., & Sanusi, K. A. (2019). A Causality Analysis of the Relationships Between Gross Fixed Capital Formation, Economic Growth and Employment in South Africa. Studia Universitatis Babes-Bolyai Oeconomica, 64(1), 33–44. https://doi.org/10.2478/subboec-2019-0003
- Nazlioglu, S., Gormus, N. A., & Soytas, U. (2016). Oil prices and real estate investment trusts (REITs): Gradual-shift causality and volatility transmission analysis. Energy Economics, 60, 168–175.
- Okun, A. M. (1962). Potential GNP: It's Measurement and Significance. Cowless Foundation. https://link.springer.com/referenceworkentry/10.1057/978-1-349-95121-5_2346-1
- Padhi, B., & Panda, S. (2021). Employment and economic growth dynamics in Odisha, India. Journal of Public Affairs, 21(2), e2168. https://doi.org/10.1002/pa.2168
- Peláez-Herreros, Ó. (2025). Unboxing Okun's Relation Between Economic Growth and Unemployment Rate: Evidence from the United States, 1948–2024. Economies, 13(3). https://doi.org/10.3390/economies13030059
- Pesaran, M. H. (2006). Estimation and inference in large heterogeneous panels with a multifactor error structure. Econometrica, 74(4), Article 4.
- Pesaran, M. H., Ullah, A., & Yamagata, T. (2008). A bias-adjusted LM test of error cross-section independence. The Econometrics Journal, 11(1), Article 1. https://doi.org/10.1111/j.1368-423X.2007.00227.x
- Romer, P. M. (1990). Capital, labor, and productivity. Brookings Papers on Economic Activity. Microeconomics, 1990, 337. https://doi.org/10.2307/2534785
- Salim, A. I., & Basher, S. A. (2024). Jobless growth: Evidence from Bangladesh. Journal of Social and Economic Development, 26(2), 641–662. https://doi.org/10.1007/s40847-023-00286-5
- Solow, R. M. (1956). A Contribution to the Theory of Economic Growth. The Quarterly Journal of Economics, 70(1), 65. https://doi.org/10.2307/1884513
- Tejani, S. (2016). Jobless growth in India: An investigation. Cambridge Journal of Economics, 40(3), 843–870. https://doi.org/10.1093/cje/bev025
- Toda, H. Y., & Yamamoto, T. (1995). Statistical inference in vector autoregressions with possibly integrated processes. Journal of Econometrics, 66(1), Article 1. https://doi.org/10.1016/0304-4076(94)01616-8
- Yağmur, İ. (2025). Jobless Growth in the European Union: Panel Fourier Toda-Yamamoto Causality Test. İşletme Araştırmaları Dergisi, 17(2), 1648–1665. https://doi.org/10.20491/isarder.2025.2057
- Yilanci, V., & Gorus, M. S. (2020). Does economic globalisation have predictive power for ecological footprint in MENA counties? A panel causality test with a Fourier function. Environmental Science and Pollution Research, 27(32), 40552–40562. https://doi.org/10.1007/s11356-020-10092-9


