Environmental pollution and economic growth in the European Union countries: A systematic literature review

Suproń, Błażej

doi:10.18559/ebr.2025.1.1777

Abstract

This study presents a comprehensive analysis of the relationship between economic growth and CO₂ emissions in the European Union, with a particular focus on the Environmental Kuznets Curve (EKC) hypothesis. Through a systematic review of approximately 1,250 scientific publications, machine learning techniques, and multivariate statistical analysis, significant yet complex relationships between these variables have been identified. While the EKC hypothesis often posits a U-shaped or N-shaped relationship, the findings of this research indicate that the actual relationship can vary depending on factors such as foreign trade, energy consumption, and econometric methodologies. Numerous studies emphasise the importance of integrating renewable energy into these models. Overall, the results suggest that the EKC may be insufficient to fully comprehend the intricacies of sector-specific environmental-economic dynamics within the EU.

References

Abdi, H., & Williams, L. J. (2010). Principal component analysis. Wiley Interdisciplinary Reviews: Computational Statistics, 2(4), 433–459.
Search in Google Scholar Back to article
Acaravci, A., & Ozturk, I. (2010). On the relationship between energy consumption, CO₂ emissions and economic growth in Europe. Energy, 35(12), 5412–5420. https://doi.org/10.1016/j.energy.2010.07.009
Search in Google Scholar Back to article
Agresti, A., & Liu, I. M. (1999). Modeling a categorical variable allowing arbitrarily many category choices. Biometrics, 55(3), 936–943.
Search in Google Scholar Back to article
Al-Mulali, U., Ozturk, I., & Lean, H. H. (2015). The influence of economic growth, urbanization, trade openness, financial development, and renewable energy on pollution in Europe. Natural Hazards, 79(1), 621–644. https://doi.org/10.1007/s11069-015-1865-9
Search in Google Scholar Back to article
Albulescu, C. T., Artene, A. E., Luminosu, C. T., & Tămășilă, M. (2020). CO₂ emissions, renewable energy, and environmental regulations in the EU countries. Environmental Science and Pollution Research, 27, 33615–33635. https://doi.org/10.1007/s11356-019-06155-1
Search in Google Scholar Back to article
Anwar, M. A., Zhang, Q., Asmi, F., Hussain, N., Plantinga, A., Zafar, M. W., & Sinha, A. (2022). Global perspectives on Environmental Kuznets Curve: A bibliometric review. Gondwana Research, 103, 135–145. https://doi.org/10.1016/j.gr.2021.11.010
Search in Google Scholar Back to article
Arévalo, T., & Antonio, J. (2024). Climate change versus economic growth: Case of greenhouse apply a study of European Union countries and England from 2010 to 2019 using linear regression and neural networks. Sustainability, 16(5), 1884. https://doi.org/10.3390/su16051884
Search in Google Scholar Back to article
Azen, R., & Walker, C. M. (2021). Categorical data analysis for the behavioral and social sciences (2nd ed.). Routledge. https://doi.org/10.4324/9780429330308
Search in Google Scholar Back to article
Bąk, I., & Cheba, K. (2023). Green transformation: Applying statistical data analysis to a systematic literature review. Energies, 16(1), 253. https://doi.org/10.3390/en16010253
Search in Google Scholar Back to article
Barros, L., & Martínez-Zarzoso, I. (2022). Systematic literature review on trade liberalization and sustainable development. Sustainable Production and Consumption, 33, 921–931. https://doi.org/10.1016/j.spc.2022.08.012
Search in Google Scholar Back to article
Bengochea-Morancho, A., Higón-Tamarit, F., & Martínez-Zarzoso, I. (2001). Economic growth and CO₂ emissions in the European Union. Environmental and Resource Economics, 19(2), 165–172.
Search in Google Scholar Back to article
Bibi, F., & Jamil, M. (2021). Testing Environment Kuznets Curve (EKC) hypothesis in different regions. Environmental Science and Pollution Research, 28(11), 13581–13594. https://doi.org/10.1007/s11356-020-11516-2
Search in Google Scholar Back to article
Bilgili, F., Koçak, E., & Bulut, Ü. (2016). The dynamic impact of renewable energy consumption on CO₂ emissions: A revisited Environmental Kuznets Curve approach. Renewable and Sustainable Energy Reviews, 54, 838–845. https://doi.org/10.1016/j.rser.2015.10.080
Search in Google Scholar Back to article
Böhringer, C. (2003). The Kyoto Protocol: A review and perspectives. Oxford Review of Economic Policy, 19(3), 451–466. https://doi.org/10.1093/oxrep/19.3.451
Search in Google Scholar Back to article
Brock, W. A., & Taylor, M. S. (2010). The Green Solow model. Journal of Economic Growth, 15(2), 127–153. https://doi.org/10.1007/s10887-010-9051-0
Search in Google Scholar Back to article
Dogan, E., & Seker, F. (2016). Determinants of CO₂ emissions in the European Union: The role of renewable and non-renewable energy. Renewable Energy, 94, 429–439. https://doi.org/10.1016/j.renene.2016.03.078
Search in Google Scholar Back to article
Fakher, H. A., Ahmed, Z., Acheampong, A. O., & Nathaniel, S. P. (2023). Renewable energy, nonrenewable energy, and environmental quality nexus: An investigation of the N-shaped Environmental Kuznets Curve based on six environmental indicators. Energy, 263, 125660. https://doi.org/10.1016/j.energy.2022.125660
Search in Google Scholar Back to article
Gardiner, R., & Hajek, P. (2020). Interactions among energy consumption, CO₂, and economic development in European Union countries. Sustainable Development, 28(4), 723–740. https://doi.org/10.1002/sd.2023
Search in Google Scholar Back to article
Goodman, L. A. (1979). Simple models for the analysis of association in cross-classifications having ordered categories. Journal of the American Statistical Association, 74(367), 537–552. https://doi.org/10.1080/01621459.1979.10481650
Search in Google Scholar Back to article
Grames, E. M., Stillman, A. N., Tingley, M. W., & Elphick, C. S. (2019). An automated approach to identifying search terms for systematic reviews using keyword co-occurrence networks. Methods in Ecology and Evolution, 10(10), 1645–1654. https://doi.org/10.1111/2041-210X.13268
Search in Google Scholar Back to article
Grossman, G. M., & Krueger, A. B. (1991). Environmental impacts of a North American Free Trade Agreement. NBER Working Papers, 3914. https://ideas.repec.org//p/nbr/nberwo/3914.html
Search in Google Scholar Back to article
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2013). Multivariate data analysis: Pearson new international edition PDF eBook. Pearson Higher Ed.
Search in Google Scholar Back to article
Hasanov, F. J., Hunt, L. C., & Mikayilov, J. I. (2021). Estimating different order polynomial logarithmic Environmental Kuznets Curves. Environmental Science and Pollution Research, 28, 41965–41987. https://doi.org/10.1007/s11356-021-13463-y
Search in Google Scholar Back to article
Hjellbrekke, J. (2018). Multiple correspondence analysis for the social sciences. Routledge. https://doi.org/10.4324/9781315516257
Search in Google Scholar Back to article
Husnain, M. I. U., Haider, A., & Khan, M. A. (2021). Does the Environmental Kuznets Curve reliably explain a developmental issue? Environmental Science and Pollution Research, 28, 11469–11485. https://doi.org/10.1007/s11356-020-11402-x
Search in Google Scholar Back to article
Husson, F., Le, S., & Pagès, J. (2017). Exploratory multivariate analysis by example using R (2nd ed.). Chapman and Hall/CRC. https://doi.org/10.1201/b21874
Search in Google Scholar Back to article
Kaika, D., & Zervas, E. (2013). The Environmental Kuznets Curve (EKC) theory. Part B: Critical issues. Energy Policy, 62, 1403–1411. https://doi.org/10.1016/j.enpol.2013.07.130
Search in Google Scholar Back to article
Kasman, A., & Duman, Y. S. (2015). CO₂ emissions, economic growth, energy consumption, trade and urbanization in new EU member and candidate countries: A panel data analysis. Economic Modelling, 44, 97–103. https://doi.org/10.1016/j.econmod.2014.10.022
Search in Google Scholar Back to article
Kuznets, S. (1955). Economic growth and income inequality. The American Economic Review, 45(1), 1–28.
Search in Google Scholar Back to article
Lame, G. (2019). Systematic literature reviews: An introduction. Proceedings of the Design Society: International Conference on Engineering Design, 1(1), 1633–1642. https://doi.org/10.1017/dsi.2019.169
Search in Google Scholar Back to article
Lau, L. S., Yii, K. J., Ng, C. F., Tan, Y. L., & Yiew, T. H. (2023). Environmental Kuznets Curve (EKC) hypothesis: A bibliometric review of the last three decades. Energy & Environment, 36(1). https://doi.org/10.1177/0958305X231177734
Search in Google Scholar Back to article
Leal, P. H., & Marques, A. C. (2022). The evolution of the Environmental Kuznets Curve hypothesis assessment: A literature review under a critical analysis perspective. Heliyon, 8(11), e11521. https://doi.org/10.1016/j.heliyon.2022.e11521
Search in Google Scholar Back to article
Mardani, A., Streimikiene, D., Cavallaro, F., Loganathan, N., & Khoshnoudi, M. (2019). Carbon dioxide (CO₂) emissions and economic growth: A systematic review of two decades of research from 1995 to 2017. Science of The Total Environment, 649, 31–49. https://doi.org/10.1016/j.scitotenv.2018.08.229
Search in Google Scholar Back to article
Martínez-Zarzoso, I., Bengochea-Morancho, A., & Morales-Lage, R. (2007). The impact of population on CO₂ emissions: Evidence from European countries. Environmental and Resource Economics, 38(4), 497–512. https://doi.org/10.1007/s10640-007-9096-5
Search in Google Scholar Back to article
Newell, P., & Paterson, M. (1996). From Geneva to Kyoto: The second conference of the parties to the UN framework convention on climate change. Environmental Politics, 5(4), 729–735. https://doi.org/10.1080/09644019608414300
Search in Google Scholar Back to article
Nightingale, A. (2009). A guide to systematic literature reviews. Surgery (Oxford), 27(9), 381–384. https://doi.org/10.1016/j.mpsur.2009.07.005
Search in Google Scholar Back to article
Onofrei, M., Vatamanu, A. F., & Cigu, E. (2022). The relationship between economic growth and CO₂ emissions in EU countries: A cointegration analysis. Frontiers in Environmental Science, 10. https://doi.org/10.3389/fenvs.2022.934885
Search in Google Scholar Back to article
Panayotou, T. (1993). Empirical tests and policy analysis of environmental degradation at different stages of economic development. ILO Working Papers, 992927783402676. International Labour Organization. https://econpapers.repec.org/paper/iloilowps/992927783402676.htm
Search in Google Scholar Back to article
Pejović, B., Karadžić, V., Dragašević, Z., & Backović, T. (2021). Economic growth, energy consumption and CO₂ emissions in the countries of the European Union and the Western Balkans. Energy Reports, 7, 2775–2783. https://doi.org/10.1016/j.egyr.2021.05.011
Search in Google Scholar Back to article
Rose, S., Engel, D., Cramer, N., & Cowley, W. (2010). Automatic keyword extraction from individual documents. In M. W. Berry & J. Kogan (Eds.), Text mining: Applications and theory (pp. 1–20). John Wiley & Sons. https://doi.org/10.1002/9780470689646.ch1
Search in Google Scholar Back to article
Samper, J. A., Schockling, A., & Islar, M. (2021). Climate politics in Green Deals: Exposing the political frontiers of the European Green Deal. Politics and Governance, 9(2), 8–16. https://doi.org/10.17645/pag.v9i2.3853
Search in Google Scholar Back to article
Sarkodie, S. A., & Strezov, V. (2019). A review on Environmental Kuznets Curve hypothesis using bibliometric and meta-analysis. Science of The Total Environment, 649, 128–145. https://doi.org/10.1016/j.scitotenv.2018.08.276
Search in Google Scholar Back to article
Schleussner, C. F., Rogelj, J., Schaeffer, M., Lissner, T., Licker, R., Fischer, E. M., Knutti, R., Levermann, A., Frieler, K., & Hare, W. (2016). Science and policy characteristics of the Paris Agreement temperature goal. Nature Climate Change, 6(9), 827–835. https://doi.org/10.1038/nclimate3096
Search in Google Scholar Back to article
Shahbaz, M., & Sinha, A. (2019). Environmental Kuznets Curve for CO₂ emissions: A literature survey. Journal of Economic Studies, 46(1), 106–168. https://doi.org/10.1108/JES-09-2017-0249
Search in Google Scholar Back to article
Sovacool, B. K., Griffiths, S., Kim, J., & Bazilian, M. (2021). Climate change and industrial F-gases: A critical and systematic review of developments, sociotechnical systems and policy options for reducing synthetic greenhouse gas emissions. Renewable and Sustainable Energy Reviews, 141, 110759. https://doi.org/10.1016/j.rser.2021.110759
Search in Google Scholar Back to article
Spreng, C. P., & Spreng, D. (2019). Paris is not enough: Toward an Information Technology (IT) enabled transnational climate policy. Energy Research & Social Science, 50, 66–72. https://doi.org/10.1016/j.erss.2018.11.015
Search in Google Scholar Back to article
Stern, D. I. (2017). The Environmental Kuznets Curve after 25 years. Journal of Bioeconomics, 19(1), 7–28. https://doi.org/10.1007/s10818-017-9243-1
Search in Google Scholar Back to article
Szpilko, D., & Ejdys, J. (2022). European Green Deal—research directions. A systematic literature review. Economics and Environment, 81(2), 8–38. https://doi.org/10.34659/eis.2022.81.2.455
Search in Google Scholar Back to article
Tchapchet Tchouto, J. E. (2023). An empirical assessment on the leveraging evidence of economic complexity under Environmental Kuznets Curve hypothesis: A comparative analysis between Nordic and Non-Nordic European countries. Innovation and Green Development, 2(4), 100074. https://doi.org/10.1016/j.igd.2023.100074
Search in Google Scholar Back to article
Vela Almeida, D., Kolinjivadi, V., Ferrando, T., Roy, B., Herrera, H., Vecchione Gonçalves, M., & Van Hecken, G. (2023). The “greening” of empire: The European Green Deal as the EU first agenda. Political Geography, 105, 102925. https://doi.org/10.1016/j.polgeo.2023.102925
Search in Google Scholar Back to article
Voumik, L. C., Rahman, M., & Akter, S. (2022). Investigating the EKC hypothesis with renewable energy, nuclear energy, and R&D for EU: Fresh panel evidence. Heliyon, 8(12), e12447. https://doi.org/10.1016/j.heliyon.2022.e12447
Search in Google Scholar Back to article
Wang, Q., Yang, T., & Li, R. (2023). Does income inequality reshape the Environmental Kuznets Curve (EKC) hypothesis? A nonlinear panel data analysis. Environmental Research, 216, 114575. https://doi.org/10.1016/j.envres.2022.114575
Search in Google Scholar Back to article
Wiedermann, W., & von Eye, A. (2020). Log-linear models to evaluate direction of effect in binary variables. Statistical Papers, 61(1), 317–346. https://doi.org/10.1007/s00362-017-0936-2
Search in Google Scholar Back to article
Xiao, Y., & Watson, M. (2019). Guidance on conducting a systematic literature review. Journal of Planning Education and Research, 39(1), 93–112. https://doi.org/10.1177/0739456X17723971
Search in Google Scholar Back to article

Environmental pollution and economic growth in the European Union countries: A systematic literature review

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