Modelling the asymmetric relationship between energy and CO2 emissions in the Visegrad group: empirical evidence from a panel NARDL approach

Błażej Suproń

doi:https://doi.org/10.59139/stattrans-2025-032

Modelling the asymmetric relationship between energy and CO2 emissions in the Visegrad group: empirical evidence from a panel NARDL approach

Błażej Suproń Department of Economics, West Pomeranian University of Technology in Szczecin, Szczecin, Poland ORCID:https://orcid.org/0000-0002-7432-1670 Statistics in Transition new series, vol. 26, 2025, 3, pages: 155-180 Published online: 5 September 2025 https://doi.org/10.59139/stattrans-2025-032 Citation: Suproń B., 2025. Modelling the asymmetric relationship between energy and CO2 emissions in the Visegrad group: empirical evidence from a panel NARDL approach. Statistics in Transition new series, 26(3), pp. 155-180 https://doi.org/10.59139/stattrans-2025-032

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ABSTRACT

The study aims to understand the impact of renewable energy consumption, non-renewable energy consumption, and economic growth on carbon dioxide (CO2) emissions per capita (measured in metric tonnes) in the Visegrad countries between 1991 and 2021. Using a Nonlinear Autoregressive Distributed Lag (NARDL) model for panel data, the research captures both long-term dependencies and short-term dynamics. The results show that a reduction in CO2 emissions yielded by a significant long-term decrease in non-renewable energy consumption is proportionally larger than the increase in the emissions caused by the growth in the consumption of such energy. What is more, GDP growth in the V4 countries increases CO2 emissions, but GDP decline contributes significantly more to the reduction in emissions. In contrast, renewable energy consumption consistently reduces CO2 emissions over the long term, with no significant asymmetry detected. In the short term, both economic growth and non-renewable energy consumption increase CO2 emissions. The error correction factor suggests a rapid adjustment of CO2 emissions towards a longterm equilibrium, with a decreasing trend over time. These results have some policy implications, i.e. they suggest that for the V4 countries, increasing investment in technologies and solutions that improve energy efficiency will be crucial for reducing nonrenewable energy consumption and, consequently, CO2 emissions, without negatively impacting economic growth. Additionally, stable and long-term promotion of renewable energy should be a policy priority in order to effectively contribute to emission reductions.

KEYWORDS

renewable energy, non-renewable energy, CO2 emissions, growth, NARDL panel

REFERENCES

Adedoyin, F. F., Ozturk, I., Bekun, F. V., Agboola, P. O. and Agboola M. O., (2021). Renewable and Non-Renewable Energy Policy Simulations for Abating Emissions in a Complex Economy: Evidence from the Novel Dynamic ARDL. Renewable Energy, 177 (November), pp. 1408–20. https://doi.org/10.1016/j.renene.2021.06.018.

Ahmed, N., Sheikh A. A., Hassan, B., Khan S. Nawaz, Borda R. Cosio, Huamán, J. M. C. and Senkus, P., (2022). The Role of Educating the Labor Force in Sustaining a Green Economy in MINT Countries: Panel Symmetric and Asymmetric Approach. Sustainability, 14(19), pp. 12067. https://doi.org/10.3390/su141912067.

Akadiri, S. S., Adebayo, T. S., (2022). Asymmetric Nexus among Financial Globalization, Non-Renewable Energy, Renewable Energy Use, Economic Growth, and Carbon Emissions: Impact on Environmental Sustainability Targets in India’. Environmental Science and Pollution Research, 29(11), pp. 16311–23. https://doi.org/10.1007/s11356-021-16849-0.

Al-Ghussain, L., (2019). Global Warming: Review on Driving Forces and Mitigation. Environmental Progress & Sustainable Energy, 38(1), pp. 13–21. https://doi.org/10.1002/ep.13041.

Allard, A., Takman J., Gazi Salah Uddin and Ali Ahmed, (2018). The N-Shaped Environmental Kuznets Curve: An Empirical Evaluation Using a Panel Quantile Regression Approach. Environmental Science and Pollution Research 25(6), pp. 5848–61. https://doi.org/10.1007/s11356-017-0907-0.

Alper, A., Oguz O., (2016). The Role of Renewable Energy Consumption in Economic Growth: Evidence from Asymmetric Causality. Renewable and Sustainable Energy Reviews 60 (July), pp. 953–59. https://doi.org/10.1016/j.rser.2016.01.123.

Ambroziak, Ł., Chojna, J., Miniszewski, M., Strzelecki, J., Szpor, A., Śliwowski, P., Święcicki I. and Wąsiński M., (2021). Visegrad Group - 30 years of transformation, integration and development. Warsaw: Polish Economic Institute. https://pie.net.pl/grupa-wyszehradzka-30-lat-transformacji-integracji-i-rozwoju/.

Andrews, Donald W. K., (1987). Asymptotic Results for Generalized Wald Tests. Econometric Theory, 3(3), pp. 348–58. https://doi.org/10.1017/S0266466600010434.

Antonakakis, N., Chatziantoniou, I. and Filis, G., (2017). Energy Consumption, CO2 Emissions, and Economic Growth: An Ethical Dilemma. Renewable and Sustainable Energy Reviews, 68 (February), pp. 808–24. https://doi.org/10.1016/j.rser.2016.09.105.

Anwar, A., Siddique, M., Eyup, D. and Sharif, A., (2021). The Moderating Role of Renewable and Non-Renewable Energy in Environment-Income Nexus for ASEAN Countries: Evidence from Method of Moments Quantile Regression. Renewable Energy, 164, pp. 956–67. https://doi.org/10.1016/j.renene.2020.09.128.

Armeanu, D. S., Vintila, G. and Gherghina, S. C., (2017). Does Renewable Energy Drive Sustainable Economic Growth? Multivariate Panel Data Evidence for EU-28 Countries. Energies, 10(3). https://doi.org/10.3390/en10030381.

Attiaoui, I., Boufateh T., (2019). Impacts of Climate Change on Cereal Farming in Tunisia: A Panel ARDL–PMG Approach. Environmental Science and Pollution Research, 26(13), pp. 13334–45. https://doi.org/10.1007/s11356-019-04867-y.

Aziz, S., Maltese, I., Marcucci, E., Gatta, V., Benmoussa, R. and Irhirane El Hassan, (2022). Energy Consumption and Environmental Impact of E-Grocery: A Systematic Literature Review. Energies, 15(19), p. 7289. https://doi.org/10.3390/en15197289.

Bąk, I., Cheba, K., (2023). Green Transformation: Applying Statistical Data Analysis to a Systematic Literature Review. Energies, 16(1), p. 253. https://doi.org/10.3390/en16010253.

Bekun, F. V., Adewale, Alola A. and Sarkodie, S. A., (2019). Toward a Sustainable Environment: Nexus between CO2 Emissions, Resource Rent, Renewable and Nonrenewable Energy in 16-EU Countries. Science of The Total Environment, 657 (March), pp. 1023–29. https://doi.org/10.1016/j.scitotenv. 2018.12.104.

Ben J., M., Farhani, S. and Guesmi, K., (2020). Renewable Energy, CO2 Emissions and Value Added: Empirical Evidence from Countries with Different Income Levels. Structural Change and Economic Dynamics, 53 (June), pp. 402–10. https://doi.org/10.1016/j.strueco.2019.12.009.

Bhattacharya, M., Awaworyi Churchill, S. and Paramati, S. R., (2017). The Dynamic Impact of Renewable Energy and Institutions on Economic Output and CO2 Emissions across Regions. Renewable Energy, 111 (October), pp. 157–67. https://doi.org/10.1016/j.renene.2017.03.102.

Bhuiyan, M. A., Zhang, Q., Khare V., Mikhaylov, A., Pinter, G. and Huang, X., (2022). Renewable Energy Consumption and Economic Growth Nexus—A Systematic Literature Review. Frontiers in Environmental Science, 10 (April). https://doi.org/10.3389/fenvs.2022.878394.

Bigos, K., (2017). Zrównoważony rozwój w krajach Grupy Wyszehradzkiej: ujęcie teoretyczne i empiryczne. International Entrepreneurship Review, 3(3), pp. 107–26.

Bourcet, C., (2020). Empirical Determinants of Renewable Energy Deployment: A Systematic Literature Review. Energy Economics, 85 (January), p. 104563. https://doi.org/10.1016/j.eneco.2019.104563.

Brodny, J., Tutak, M., (2021). The Comparative Assessment of Sustainable Energy Security in the Visegrad Countries. A 10-Year Perspective. Journal of Cleaner Production, 317 (October), p. 128427. https://doi.org/10.1016/j.jclepro.2021.128427.

Busu, M., Nedelcu, A. C., (2021). Analyzing the Renewable Energy and CO2 Emission Levels Nexus at an EU Level: A Panel Data Regression Approach. Processes, 9(1), p. 130. https://doi.org/10.3390/pr9010130.

Cai, Y., Sam, C. Y. and Chang, T., (2018). Nexus between Clean Energy Consumption, Economic Growth and CO2 Emissions. Journal of Cleaner Production, 182 (May), pp. 1001–11. https://doi.org/10.1016/j.jclepro.2018.02.035.

Charfeddine, L., Kahia, M., (2019). Impact of Renewable Energy Consumption and Financial Development on CO2 Emissions and Economic Growth in the MENA Region: A Panel Vector Autoregressive (PVAR) Analysis. Renewable Energy, 139 (August), pp. 198–213. https://doi.org/10.1016/ j.renene.2019.01.010.

Chauvet, M., Jiang, C., (2023). Nonlinear Relationship between Monetary Policy and Stock Returns: Evidence from the U.S. Global Finance Journal, 55 (February), p. 100796. https://doi.org/10.1016/j.gfj.2022.100796.

Cheba, K., Bąk, I., Szopik-Depczyńska, K. and Ioppolo, G., (2022). Directions of Green Transformation of the European Union Countries. Ecological Indicators, 136 (March), p. 108601. https://doi.org/10.1016/j.ecolind. 2022.108601.

Chen, C., Pinar, M. and Stengos, T., (2022). Renewable Energy and CO2 Emissions: New Evidence with the Panel Threshold Model. Renewable Energy, 194 (July), pp. 117–28. https://doi.org/10.1016/j.renene.2022.05.095.

Cialani, C., (2017). CO2 Emissions, GDP and Trade: A Panel Cointegration Approach’. International Journal of Sustainable Development & World Ecology, 24(3), pp. 193– 204. https://doi.org/10.1080/13504509.2016.1196253.

Czyżewski, B., Polcyn, J. and Brelik, A., (2022). Political Orientations, Economic Policies, and Environmental Quality: Multi-Valued Treatment Effects Analysis with Spatial Spillovers in Country Districts of Poland. Environmental Science & Policy, 128 (February), pp. 1–13. https://doi.org/10.1016/j.envsci. 2021.11.001.

Deng, Z., Liu, J., and Sohail, S., (2022). Green Economy Design in BRICS: Dynamic Relationship between Financial Inflow, Renewable Energy Consumption, and Environmental Quality. Environmental Science and Pollution Research, 29(15), pp. 22505–14. https://doi.org/10.1007/s11356-021-17376-8.

Dickey, D. A., Fuller, W., A. (1979). Distribution of the Estimators for Autoregressive Time Series with a Unit Root. Journal of the American Statistical Association, 74(366a), pp. 427–31. https://doi.org/10.1080/01621459.1979. 10482531.

Dumitrescu, E.-I., Hurlin C., (2012). Testing for Granger Non-Causality in Heterogeneous Panels. Economic Modelling, 29(4), pp. 1450–60. https://doi.org/10.1016/j.econmod.2012.02.014.

Fanchi, J. R., (2023). Energy In The 21st Century: Energy In Transition. World Scientific.

Flanker, R., (2016). The Paris Agreement and the New Logic of International Climate Politics. International Affairs, 92(5), pp. 1107–25. https://doi.org/ 10.1111/1468-2346.12708.

Gozgor, G., Lau, Chi Keung M. and Lu, Z., (2018). Energy Consumption and Economic Growth: New Evidence from the OECD Countries. Energy, 153 (June), pp. 27–34. https://doi.org/10.1016/j.energy.2018.03.158.

Haberl, H., Wiedenhofer, D., Virág, D., Kalt, G., Plank, B., Brockway, P., Fishman, T., et al., (2020). A Systematic Review of the Evidence on Decoupling of GDP, Resource Use and GHG Emissions, Part II: Synthesizing the Insights. Environmental Research Letters, 15(6), p. 065003. https://doi.org/10.1088/ 1748-9326/ab842a.

Inglesi-Lotz, R., Dogan, E. (2018). The Role of Renewable versus Non-Renewable Energy to the Level of CO2 Emissions a Panel Analysis of Sub- Saharan Africa’s ?ig 10 Electricity Generators. Renewable Energy, 123 (August), pp. 36–43. https://doi.org/10.1016/j.renene.2018.02.041.

Iorember, P. T., Usman, O. and Jelilov, G., (2019). Asymmetric Effects of Renewable Energy Consumption, Trade Openness and Economic Growth on Environmental Quality in Nigeria and South Africa. MPRA Paper. 2019. https:// mpra.ub.unimuenchen.de/96333/.

Islam, Md. S., Rahaman Sk Habibur, (2023). The Asymmetric Effect of ICT on CO2 Emissions in the Context of an EKC Framework in GCC Countries: The Role of Energy Consumption, Energy Intensity, Trade, and Financial Development. Environmental Science and Pollution Research, 30(31), pp. 77729–41. https://doi.org/10.1007/s11356-023-27590-1.

Ito, K., (2017). CO2 Emissions, Renewable and Non-Renewable Energy Consumption, and Economic Growth: Evidence from Panel Data for Developing Countries. International Economics, 151 (October), pp. 1–6. https://doi.org/10.1016/j.inteco.2017.02.001.

Kao, C., (1999). Spurious Regression and Residual-Based Tests for Cointegration in Panel Data. Journal of Econometrics, 90(1), pp. 1–44. https://doi.org/10.1016/S0304-4076(98)00023-2.

Khan, A., Sun, C., (2024). The Asymmetric Nexus of Energy-Growth and CO2 Emissions: An Empirical Evidence Based on Hidden Cointegration Analysis. Gondwana Research, 125 (January), pp. 15–28. https://doi.org/10.1016/j.gr.2023.07.012.

Kirikkaleli, D., Abbasi K. R. and Oyebanji, M. O., (2023). The Asymmetric and Long- Run Effect of Environmental Innovation and CO2 Intensity of GDP on Consumption- Based CO2 Emissions in Denmark. Environmental Science and Pollution Research, 30(17), pp. 50110–24. https://doi.org/10.1007/ s11356-023-25811-1.

Kouton, J., (2019). The Asymmetric Linkage between Energy Use and Economic Growth in Selected African Countries: Evidence from a Nonlinear Panel Autoregressive Distributed Lag Model. Energy Economics, 83 (September), pp. 475–90. https://doi.org/10.1016/j.eneco.2019.08.006.

Lazăr, D., Minea, A. and Purcel, A.-A., (2019). Pollution and Economic Growth: Evidence from Central and Eastern European Countries. Energy Economics, 81 (June), pp. 1121–31. https://doi.org/10.1016/j.eneco. 2019.05.011.

Li, B., Saif Ur Rahman, Sahar Afshan, Azka Amin and Younas S., (2023). Energy Consumption and Innovation-Environmental Degradation Nexus in BRICS Countries: New Evidence from NARDL Approach Using Carbon Dioxide and Nitrous Oxide Emissions. Environmental Science and Pollution Research, 30(53), pp. 113561–86. https://doi.org/10.1007/s11356-023-29927-2.

Li, Jin Hua, Yu Jie Yang, Bo Wen Li, Wen Jin Li, Gang Wang and Johannes M. H. Knops, (2014). Effects of Nitrogen and Phosphorus Fertilization on Soil Carbon Fractions in Alpine Meadows on the Qinghai-Tibetan Plateau. PLOS ONE 9 (7): e103266. https://doi.org/10.1371/journal.pone.0103266.

Li, R., Jiang, H., Sotnyk, I., Kubatko, O. and Ismail Almashaqbeh, Y. A., (2020). The CO2 Emissions Drivers of Post-Communist Economies in Eastern Europe and Central Asia. Atmosphere, 11(9), p. 1019. https://doi.org/10.3390/ atmos11091019.

Litavcová, E., Chovancová, J., (2021). Economic Development, CO2 Emissions and Energy Use Nexus-Evidence from the Danube Region Countries. Energies, 14(11), p. 3165. https://doi.org/10.3390/en14113165.

Ma, X., Ahmad, N. and Oei, Pao-Yu, (2021). Environmental Kuznets Curve in France and Germany: Role of Renewable and Nonrenewable Energy. Renewable Energy, 172 (July), pp. 88–99. https://doi.org/10.1016/j.renene.2021.03.014.

Mardani, A., Streimikiene, D., Cavallaro, F., Loganathan, N. and 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 (February), pp. 31–49. https://doi.org/10.1016/j.scitotenv.2018.08.229.

Marzec, L., Zioło M., (2016). Zróżnicowanie odnawialnych źródeł energii w krajach grupy wyszehradzkiej. Metody Ilościowe w Badaniach Ekonomicznych, 17(2), pp. 75–85.

Masron, T. Ariffin, Subramaniam, Y., (2018). The Environmental Kuznets Curve in the Presence of Corruption in Developing Countries. Environmental Science and Pollution Research, 25(13), pp. 12491–506. https:// doi.org/10.1007/s11356-018-1473-9.

Muço, K., Valentini, E. and Lucarelli, S., (2021). The Relationships between GDP Growth, Energy Consumption, Renewable Energy Production and CO2 Emissions in European Transition Economies. International Journal of Energy Economics and Policy, 11(4), pp. 362–73.

Naseer, S., Song Huaming, Supat Chupradit, Adnan Maqbool, Nik Alif Amri Nik Hashim and Hieu Minh Vu, (2022). Does Educated Labor Force Is Managing the Green Economy in BRCS? Fresh Evidence from NARDL-PMG Approach. Environmental Science and Pollution Research, 29(14), pp. 20296–304. https://doi.org/10.1007/s11356-021-16834-7.

Ndoricimpa, A., (2017). Threshold Effects of Inflation on Economic Growth: Is Africa Different? International Economic Journal, 31(4), pp. 599–620.

Omri, A., (2014). An International Literature Survey on Energy-Economic Growth Nexus: Evidence from Country-Specific Studies. Renewable and Sustainable Energy Reviews, 38 (October), pp. 951–59. https://doi.org/10.1016/j.rser.2014.07.084.

Ozcan, B., Ozturk I., (2019). Renewable Energy Consumption-Economic Growth Nexus in Emerging Countries: A Bootstrap Panel Causality Test. Renewable and Sustainable Energy Reviews, 104 (April), pp. 30–37. https:// doi.org/10.1016/j.rser.2019.01.020.

Ozturk, I. (2010). A Literature Survey on Energy–Growth Nexus. Energy Policy 38(1), pp. 340–49. https://doi.org/10.1016/j.enpol.2009.09.024.

Papież, M., Śmiech, S. and Frodyma, K., (2019). Effects of Renewable Energy Sector Development on Electricity Consumption – Growth Nexus in the European Union. Renewable and Sustainable Energy Reviews 113 (October), p. 109276. https://doi.org/10.1016/j.rser.2019.109276.

Pesaran, M. Hashem, (2007). A Simple Panel Unit Root Test in the Presence of Cross- Section Dependence. Journal of Applied Econometrics, 22(2), pp. 265–312. https://doi.org/10.1002/jae.951.

Pesaran, M. Hashem, Shin, Y. and Smith, R. J., (2001). Bounds Testing Approaches to the Analysis of Level Relationships. Journal of Applied Econometrics 16(3), pp. 289– 326. https://doi.org/10.1002/jae.616.

Pesaran, M. Hashem, Shin, Y. and Smith, R. P., (1999). Pooled Mean Group Estimation of Dynamic Heterogeneous Panels. Journal of the American Statistical Association, 94(446), pp. 621–34. https://doi.org/10.1080/01621459.1999. 10474156.

Pörtner, H.-O., Roberts, D. C., Poloczanska, E. S., Mintenbeck K., Tignor, M., Alegría, A., Craig, M., et al., (2022). IPCC, 2022: Summary for Policymakers.

Rasoulinezhad, E., Saboori, B., (2018). Panel Estimation for Renewable and Non- Renewable Energy Consumption, Economic Growth, CO2 Emissions, the Composite Trade Intensity, and Financial Openness of the Commonwealth of Independent States. Environmental Science and Pollution Research, 25(18), pp. 17354–70. https://doi.org/10.1007/s11356-018-1827-3.

Samper, J. A., Schockling, A. and Islar, M., (2021). Climate Politics in Green Deals: Exposing the Political Frontiers of the European Green Deal. Politics and Governance, 9(2), pp. 8–16. https://doi.org/10.17645/pag.v9i2.3853.

Saqib, N., Duran, I. A. and Hashmi, N., (2022). Impact of Financial Deepening, Energy Consumption and Total Natural Resource Rent on CO2 Emission in the GCC Countries: Evidence from Advanced Panel Data Simulation. International Journal of Energy Economics and Policy, 12(2), pp. 400–409. https://doi.org/10.32479/ijeep.12907.

Shahbaz, M., Sinha, A., (2019). Environmental Kuznets Curve for CO2 Emissions: A Literature Survey. Journal of Economic Studies, 46(1), pp. 106–68. https://doi.org/10.1108/JES-09-2017-0249.

Shin, Y., Yu, B. and Greenwood-Nimmo, M., (2014). Modelling Asymmetric Cointegration and Dynamic Multipliers in a Nonlinear ARDL Framework. In Festschrift in Honor of Peter Schmidt: Econometric Methods and Applications, edited by Robin C. Sickles and William C. Horrace, pp. 281–314. New York, NY: Springer. https://doi.org/10.1007/978-1-4899-8008-3_9.

Stern, D. I., (2019). Energy and Economic Growth. In Routledge Handbook of Energy Economics, pp, 28–46. Routledge.

Stern, D. I., Common, M. S., (2001). Is There an Environmental Kuznets Curve for Sulfur? Journal of Environmental Economics and Management, 41(2), pp. 162–78. https://doi.org/10.1006/jeem.2000.1132.

Suproń, B., (2024). Assessing the Long-Term Asymmetric Relationship between Energy Consumption and CO2 Emissions: Evidence from the Visegrad Group Countries. Economics and Business Review, 10(1). https://doi.org/10.18559/ebr. 2024.1.1082.

Suproń, B., Myszczyszyn, J., (2023). Impact of Renewable and Non-Renewable Energy Consumption and CO2 Emissions on Economic Growth in the Visegrad Countries. Energies, 16(20), p. 7163. https://doi.org/10.3390/en16207163.

Supron, B., Myszczyszyn, J., (2023). Impact on Economic Growth in the Visegrad Countries of Renewable and Non-Renewable Energy Consumption and CO2 Emissions. Preprints. https://doi.org/10.20944/preprints202309.1036.v1.

Tiba, S., Omri, A., (2017). Literature Survey on the Relationships between Energy, Environment and Economic Growth. Renewable and Sustainable Energy Reviews, 69 (March), pp. 1129–46. https://doi.org/10.1016/j.rser.2016.09.113.

Tugcu, C. T., Ozturk, I. and Aslan, A., (2012). Renewable and Non-Renewable Energy Consumption and Economic Growth Relationship Revisited: Evidence from G7 Countries. Energy Economics, 34(6), pp. 1942–50. https://doi.org/10.1016/j.eneco.2012.08.021.

Yang, Z., Zhao, Y., (2014). Energy Consumption, Carbon Emissions, and Economic Growth in India: Evidence from Directed Acyclic Graphs. Economic Modelling, 38 (February), pp. 533–40. https://doi.org/10.1016/j.econmod. 2014.01.030.

Zhang, S., Liu, X., (2019). The Roles of International Tourism and Renewable Energy in Environment: New Evidence from Asian Countries. Renewable Energy 139 (August), pp. 385–94. https://doi.org/10.1016/j.renene.2019.02.046.