The Dynamic Relationship Between Renewable Energy and Carbon Emissions: A Panel Data Study on E7 Countries
DOI:
https://doi.org/10.63556/tisej.2026.1697Keywords:
Renewable Energy, CO2, Electric Energy, Growth, E7Abstract
Applying to renewable energy to mitigate the environmental damage caused by increasing fossil fuel consumption is of great importance for countries undergoing rapid development. The aim of this study is to reveal the relationship between carbon emissions, renewable energy consumption, and electrical energy consumption for seven (China, India, Brazil, Mexico, Indonesia, Russia, and Turkiye) developing countries. For this purpose, the relationships between foreign direct investment, GDP, natural resource use, and renewable electricity output were also examined. In the study, cross-sectional dependence and homogeneity were checked, and an appropriate panel unit root test was selected for the results. The panel unit root test results indicated that the variables in the study were stationary at the I(1) level, therefore, cointegration analysis was used. After determining the long-term cointegration relationship between the variables, the Dynamic Common Correlated Effects Estimator and the Augmented Mean Group Estimator were used to determine the short- and long-term coefficients. According to the Augmented Mean Group Estimator results, per capita primary renewable energy consumption reduces carbon emissions. Increases in foreign direct investment and electrical energy consumption increase carbon emissions. According to the results of the Dynamic Common Correlated Effects Estimator, an increase in primary renewable energy consumption reduces carbon emissions. Increases in foreign direct investment and electrical energy consumption increase carbon emissions. The study concluded that both predictors found the same variables to have the same effects on carbon emissions.
References
Acaravci, A., ve Ozturk, I. (2010). On the Relationship Between Energy Consumption, CO2 Emissions and Economic Growth in Europe. Energy, 35(12), 5412-5420.
Acaravcı, A., Erdogan, S., ve Akalın, G. (2015). The Electricity Consumption, Real İncome, Trade Openness and Foreign Direct Investment: The Empirical Evidence from Turkey. International Journal of Energy Economics and Policy, 5(4), 1050-1057.
Acheampong, A. O. (2018). Economic Growth, CO2 Emissions and Energy Consumption: What Causes What And Where?. Energy Economics, 74, 677-692.
Adams, S., Adedoyin, F., Olaniran, E., ve Bekun, F. V. (2020). Energy Consumption, Economic Policy Uncertainty and Carbon Emissions; Causality Evidence from Resource Rich Economies. Economic Analysis and Policy, 68, 179-190.
Adeneye, Y. B., Jaaffar, A. H., Ooi, C. A., ve Ooi, S. K. (2021). Nexus between Carbon Emissions, Energy Consumption, Urbanization and Economic Growth in Asia: Evidence from Common Correlated Effects Mean Group Estimator (CCEMG). Frontiers in Energy Research, 8, 610577.
Afjal, M. (2023). The Tapestry of Green Economics: Mapping the Nexus of CO2 Emissions, Economic Growth, and Renewable Energy. International Journal of Sustainable Energy, 42(1), 1364-1390.
Aftab, S., Ahmed, A., Chandio, A. A., Korankye, B. A., Ali, A., ve Fang, W. (2021). Modeling the Nexus between Carbon Emissions, Energy Consumption, and Economic Progress in Pakistan: Evidence from Cointegration and Causality Analysis. Energy Reports, 7, 4642-4658.
Alam, M. J., Begum, I. A., Buysse, J., ve Van Huylenbroeck, G. (2012). Energy Consumption, Carbon Emissions and Economic Growth Nexus in Bangladesh: Cointegration and Dynamic Causality Analysis. Energy Policy, 45, 217-225.
Alam, M. M., Murad, M. W., Noman, A. H. M., ve Ozturk, I. (2016). Relationships among Carbon Emissions, Economic Growth, Energy Consumption and Population Growth: Testing Environmental Kuznets Curve Hypothesis for Brazil, China, India and Indonesia. Ecological Indicators, 70, 466-479.
Altın, H. (2024). The Impact of Energy Efficiency and Renewable Energy Consumption on Carbon Emissions in G7 Countries. International Journal of Sustainable Engineering, 17(1), 134-142.
Akpan, G. E., ve Akpan, U. F. (2012). Electricity Consumption, Carbon Emissions and Economic Growth in Nigeria. International Journal of Energy Economics and Policy, 2(4), 292-306.
Ameer, W., Ali, M. S. E., Farooq, F., Ayub, B., ve Waqas, M. (2024). Renewable Energy Electricity, Environmental Taxes, and Sustainable Development: Empirical Evidence From E7 Economies. Environmental Science and Pollution Research, 31(34), 46178-46193.
Ateş, M. H., Çakan, C. D., ve Kurtoğlu, S. (2025). Finansal Gelişmenin, Yeşil Teknolojik İnovasyonların ve Yenilenebilir Enerji Kullanımının Karbon Emisyonlarının Azaltılmasındaki Rolü. Trakya Üniversitesi Sosyal Bilimler Dergisi, 27(IERFM 2025 Özel Sayı), 149-176.
Awodumi, O. B., ve Adewuyi, A. O. (2020). The Role of Non-Renewable Energy Consumption in Economic Growth and Carbon Emission: Evidence From Oil Producing Economies in Africa. Energy Strategy Reviews, 27, 100434.
Aydın, M. (2024). Enerji İkilemi: E7 Ülkelerinde Yenilenebilir Enerji Geçişi, Enerji Verimliliği ve Küreselleşmenin Çevre Kalitesi Üzerindeki Etkisi. İzmir İktisat Dergisi, 39(4), 1063-1078.
Aye, G. C., ve Edoja, P. E. (2017). Effect of Economic Growth on CO2 Emission in Developing Countries: Evidence from A Dynamic Panel Threshold Model. Cogent Economics ve Finance, 5(1), 1379239.
Begum, R. A., Sohag, K., Abdullah, S. M. S., ve Jaafar, M. (2015). CO2 Emissions, Energy Consumption, Economic and Population Growth in Malaysia. Renewable and Sustainable Energy Reviews, 41, 594-601.
Ben Jebli, M., Ben Youssef, S., ve Apergis, N. (2019). The Dynamic Linkage between Renewable Energy, Tourism, CO2 Emissions, Economic Growth, Foreign Direct Investment, and Trade. Lat. Am. Econ. Rev., 28.
Bond S. R. ve Eberhardt M. (2009).Cross Section Dependence in Nonstationary Panel Models: A Novel Estimator. Nordic Econometrics Meeting, Sweden.
Bozkurt, C., ve Destek, M. A. (2015). Renewable Energy and Sustainable Development Nexus in Selected OECD Countries. International Journal of Energy Economics and Policy, 5(2), 507-514.
Chen, X., Rahman, S. U., Abdullah, S., Ali, S., ve Khalid, S. (2024). Towards Sustainable Development: Examining Renewable Energy Consumption in E− 7 countries. Heliyon, 10(17).
Chudik A. ve Pesaran M. H. (2015).Common Correlated Effects Estimation of Heterogeneous Dynamic Panel Data Models with Weakly Exogenous Regressors. Journal of Econometrics, 188, 393-420.
Farabi, A., Abdullah, A., ve Setianto, R. H. (2019). Energy Consumption, Carbon Emissions and Economic Growth in Indonesia and Malaysia. International Journal of Energy Economics and Policy, 9(3), 338-345.
Doğdu, A. (2022). G7 ve E7 ülkelerinde GSYİH ve Yenilenebilir Enerji Üretimi İlişkisi: Toda-Yamamoto Panel Nedensellik Analizi. Toplum Ekonomi ve Yönetim Dergisi, 3(2), 57-79.
Eberhardt M. ve Teal F. (2010). Mangos in the Tundra? Spatial Heterogeneity in Agricultural Productivity Analysis. Centre for the Study of African Economies, University of Oxford WP.
Efeoğlu, R. (2022). Çevresel Kuznets Eğrisi Çerçevesinde Sanayileşme, Yenilenebilir Enerji, Enerji Tüketimi ve Finansal Gelişmenin CO2 Salınımı Üzerindeki Etkisi. Alanya Akademik Bakış, 6(2), 2103-2115.
Ergün, S., ve Polat, M. A. (2015). OECD Ülkelerinde CO2 Emisyonu, Elektrik Tüketimi ve Büyüme İlişkisi. Erciyes Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, (45), 115-141.
Gershon, O., Asafo, J. K., Nyarko-Asomani, A., ve Koranteng, E. F. (2024). Investigating the Nexus of Energy Consumption, Economic Growth and Carbon Emissions in Selected African Countries. Energy Strategy Reviews, 51, 101269.
Gyamfi, B. A., Bein, M. A., Udemba, E. N., ve Bekun, F. V. (2022). Renewable Energy, Economic Globalization and Foreign Direct Investment Linkage for Sustainable Development in the E7 Economies: Revisiting the Pollution Haven Hypothesis. International Social Science Journal, 72(243), 91-110.
Hailiang, Z., Iqbal, W., Yin Chau, K., Raza Shah, S. A., Ahmad, W., ve Hua, H. (2023). Green Finance, Renewable Energy Investment, and Environmental Protection: Empirical Evidence from BRICS Countries. Economic Research-Ekonomska Istraživanja, 36(2).
Halicioglu, F. (2009). An Econometric Study of CO2 Emissions, Energy Consumption, Income and Foreign Trade in Turkey. Energy Policy, 37(3), 1156-1164.
Hamit-Haggar, M. (2012). Greenhouse Gas Emissions, Energy Consumption and Economic Growth: A Panel Cointegration Analysis from Canadian Industrial Sector Perspective. Energy Economics, 34(1), 358-364.
Han, A. (2024a). BRICS-T Ülkelerinde Çevresel Sürdürülebilirlik: Karbon Emisyonları, Yenilenebilir Enerji ve Ekonomik Büyüme İlişkileri. Abant Sosyal Bilimler Dergisi, 24(1), 136-151.
Han, A. (2024b). Yeşil Ekonomi Yolunda OECD Ülkelerinde Yenilenebilir Enerji Tüketimi Analizi. Verimlilik Dergisi, 58(2), 185-200.
Hasnisah, A., Azlina, A. A., ve Taib, C. M. I. C. (2019). The Impact of Renewable Energy Consumption on Carbon Dioxide Emissions: Empirical Evidence from Developing Countries in Asia. International Journal of Energy Economics and Policy, 9(3), 135.
Hepektan, E., ve Sertkaya, Y. (2016). Türkiye’de Elektrik Tüketimi, Kişi Başına GSYİH, CO2 Emisyonu ve Petrol Tüketimi İlişkisi. Yalova Sosyal Bilimler Dergisi, 6(12), 163-182.
Kendir, E., ve Yakışık, H. (2025). The Impact of Renewable Energy Investments on Ecological Footprint: New Evidence From BRICS-T Region. Journal of the Human and Social Science Researches, 14(1), 540-557. https://doi.org/10.15869/itobiad.1615883.
Khan, H., Khan, I., ve Binh, T. T. (2020). The Heterogeneity of Renewable Energy Consumption, Carbon Emission and Financial Development in The Globe: A Panel Quantile Regression Approach. Energy Reports, 6, 859-867.
Lahiani, A., Mefteh-Wali, S., Shahbaz, M., ve Vo, X. V. (2021). Does Financial Development Influence Renewable Energy Consumption to Achieve Carbon Neutrality in the USA?. Energy Policy, 158, 112524.
Lean, H. H., ve Smyth, R. (2010). CO2 Emissions, Electricity Consumption and Output in ASEAN. Applied Energy, 87(6), 1858-1864.
Li, X., Ozturk, I., Raza Syed, Q., Hafeez, M., ve Sohail, S. (2022). Does Green Environmental Policy Promote Renewable Energy Consumption in BRICST? Fresh Insights From Panel Quantile Regression. Economic Research-Ekonomska Istraživanja, 35(1), 5807-5823.
Liu, Y., Lei, P., Zhao, Z., ve Sun, Y. (2023). Influence of Green Financing, Technology Innovation, and Trade Openness on Consumptionbased Carbon Emissions in BRICS Countries. Economic Research-Ekonomska Istraživanja, 36(2).
Li, S., Wang, Y., ve Li, Y. (2023). Novel Research Methods for Estimating the Impact of Energy Use on Ecological Environment: Evidence from BRICS Economies. Economic Research-Ekonomska Istraživanja, 36(2).
Liang, Y., Ur Rahman, S., Shafaqat, A., Ali, A., Ali, M. S. E., ve Khan, H. (2024). Assessing Sustainable Development in E-7 Countries: Technology Innovation, and Energy Consumption Drivers of Green Growth and Environment. Scientific Reports, 14(1), 28636.
Nathaniel, S. P., ve Adeleye, N. (2021). Environmental Preservation Amidst Carbon Emissions, Energy Consumption, and Urbanization in Selected African Countries: Implication For Sustainability. Journal of Cleaner Production, 285, 125409.
Mehta, D., ve Shah, M. A. (2024). BRICS Carbon Emissions: Asymmetric Impact of Energy Mix, Financial Development, and Digitalization. Sustainable Environment, 10(1), 2418162.
Meng, Z., Wang, H., ve Wang, B. (2018). Empirical Analysis of Carbon Emission Accounting and Influencing Factors of Energy Consumption in China. International Journal of Environmental Research and Public Health, 15(11), 2467.
Mercan, M., ve Karakaya, E. (2015). Energy Consumption, Economic Growth and Carbon Emission: Dynamic Panel Cointegration Analysis for Selected OECD Countries. Procedia Economics and Finance, 23, 587-592.
Mumuni, S., ve Lefe, Y. D. H. (2023). Greening the Environment: Do Climate-related Development Finances and Renewable Energy Consumption Matter? An African Tale. Carbon Management, 14 (1).
Ozturk, I., ve Salah Uddin, G. (2012). Causality Among Carbon Emissions, Energy Consumption and Growth in India. Economic Research-Ekonomska Istraživanja, 25(3), 752-775.
Pedroni P. (1999).Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors. Oxford Bulletion of Economics and Statictics, 61, 653-670.
Pesaran, M.H. (2004). General Diagnostic Tests for Cross Section Dependence in Panels. Cambridge Working Papers in Economics, Faculty of Economics. University of Cambridge, UK.
Pedroni P. (2004). Panel Cointegration: Asymptotic and Finite Sample Properties of Pooled Time Series Tests with Application to The PPP Hypothesis. Econometric Theory, 20 (3), 597-625.
Pesaran M. H. (2007). A Simple Panel Unit Root Test in the Presence of Cross Section Dependence. Journal of Applied Econometrics, 22 (2), 265-312.
Pesaran, M. H., ve Yamagata, T. (2008). Testing Slope Homogeneity in Large Panels. Journal of Econometrics, 142(1), 50-93.
Saboori, B., ve Sulaiman, J. (2013). CO2 Emissions, Energy Consumption and Economic Growth in Association of Southeast Asian Nations (ASEAN) Countries: A Cointegration Approach. Energy, 55, 813-822.
Saboori, B., Mahdavian, S. M., ve Radmehr, R. (2024). Assessing the Environmental Impact Of Institutional Quality at Aggregate and Disaggregate Levels: The Role of Renewable and Non-Renewable Energy Consumption And Trade in MENA Countries. Sustainable Environment, 10(1), 2426833.
Sadorsky, P. (2009). Renewable Energy Consumption and Income in Emerging Economies. Energy Policy, 37(10), 4021–4028.
Salim, R. A., Hassan, K., ve Shafiei, S. (2014). Renewable and Non-Renewable Energy Consumption and Economic Activities: Further Evidence from OECD Countries. Energy Economics, 44, 350-360.
Salem, S., Arshed, N., Anwar, A., Iqbal, M., ve Sattar, N. (2021). Renewable Energy Consumption and Carbon Emissions Testing Nonlinearity for Highly Carbon Emitting Countries. Sustainability, 13(21), 11930.
Shang, M., Ma, Z., Su, Y., Shaheen, F., Mohd Tahir, L., Khalid Anser, M., ve Zaman, K. (2023). Understanding the Importance of Sustainable Ecological Innovation in Reducing Carbon Emissions: Investigating the Green Energy Demand, Financial Development, Natural Resource Management, Industrialisation and Urbanisation Channels. Economic Research-Ekonomska Istraživanja, 36(2).
Shobande, O. A., ve Ogbeifun, L. (2022). The Criticality of Financial Development and Energy Consumption for Environmental Sustainability in OECD Countries: Evidence from Dynamic Panel Analysis. International Journal of Sustainable Development ve World Ecology, 29(2), 153-163.
Sibanda, K., Takentsi, S., ve Gonese, D. (2024). Energy Consumption, Technological Innovation, and Environmental Degradation in SADC Countries. Cogent Social Sciences, 10(1), 2355553.
Soytas, U., ve Sari, R. (2007). Energy Consumption, Economic Growth, and Carbon Emissions: Challenges Faced by an EU Candidate Member. Ecological Economics, 68(6), 1667-1675.
Soytas, U., Sari, R., ve Ewing, B. T. (2007). Energy Consumption, Income, and Carbon Emissions in the United States. Ecological Economics, 62(3-4), 482-489.
Sun, H., Enna, L., Monney, A., Tran, D. K., Rasoulinezhad, E., ve Taghizadeh-Hesary, F. (2020). The Long-Run Effects of Trade Openness on Carbon Emissions in Sub-Saharan African Countries. Energies, 13(20), 5295.
Tebourbi, I., Thi Truc Nguyen, A., Yuan, S. F., ve Huang, C. Y. (2023). How Do Social and Economic Factors Affect Carbon Emissions? New Evidence from Five ASEAN Developing Countries. Economic Research-Ekonomska Istraživanja, 36(1).
Tiwari, A. K. (2011). A Structural VAR Analysis of Renewable Energy Consumption, Real GDP and CO2 Emissions: Evidence from India. Economics Bulletin, 31(2), 1793-1806.
United Nations (2025). Department of Economic and Social Affairs, Sustainable Development. Erişim Tarihi: 18.09.2025. https://sdgs.un.org/.
United Nations Framework Convention on Climate Change (UNFCCC) (2022). United Nations Climate Change Annual Report. Erişim Tarihi: 18.09.2025. https://unfccc.int/sites/default/files/resource/UNClimateChange_AnnualReport_2022.pdf.
Wang, Z., Wu, G., Miao, Z., ve Guo, A. (2025). The Impact of Green And Low-Carbon Technologies on Carbon Emission Intensity: Evidence from Patent Data in China's Counties. Journal of Cleaner Production, 519, 145997.
Yuping, L., Ramzan, M., Xincheng, L., Murshed, M., Awosusi, A. A., Bah, S. I., ve Adebayo, T. S. (2021). Determinants of Carbon Emissions in Argentina: The Roles of Renewable Energy Consumption and Globalization. Energy Reports, 7, 4747-4760.
Yu, H., Nazir, R., Huang, J., ve Li, H. (2023). Linkages Between Renewable Energy, Financial Development, and Environmental Sustainability in Asian Countries. Economic Research-Ekonomska Istraživanja, 36(3).
Zhang, Y. C., Liu, X. H., Ullah, A., ve Mehmood, U. (2023). Effects of Human Capital, Natural Resource, Urbanization, Energy Consumption on Carbon Emissions in the Top Ten Emitter Countries. Economic Research-Ekonomska Istraživanja, 36(3).
Zhang, X. P., ve Cheng, X. M. (2009). Energy Consumption, Carbon Emissions, and Economic Growth in China. Ecological Economics, 68(10), 2706-2712.
Zhu, H., Duan, L., Guo, Y., ve Yu, K. (2016). The Effects of FDI, Economic Growth and Energy Consumption on Carbon Emissions in ASEAN-5: Evidence from Panel Quantile Regression. Economic Modelling, 58, 237-248.
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