Linking Macroeconomic Indicators To Carbon Emissions In ASEAN Emerging Economies: Empirical Evidence From Panel Data

  • Tarsan Tarsan Universitas Bengkulu
  • Lela Rospida Universitas Bengkulu
  • Eka Dewi Anggraini Universitas Bengkulu
Keywords: ASEAN, CO2 Emissions, EKC, Emerging Countries, Macroeconomics, REM

Abstract

This study aims to examine the effect of gross domestic product, urbanization, foreign direct investment, and human development index on carbon dioxide (CO₂) emissions in five emerging ASEAN countries (Indonesia, Malaysia, Thailand, the Philippines, and Vietnam) during 2018–2023. The study uses a descriptive quantitative approach with multiple linear regression analysis. Model selection through Chow, Hausman, and Lagrange multiplier tests shows that the random effect model (REM) is the best. Data are sourced from Our World in Data and ASEAN Statistics. The results show that CO₂ emissions have an inverted U-shaped curve. Furthermore, GDP and FDI have a positive and significant effect on CO₂ emissions, indicating that economic activity and investment still depend on fossil fuels. Urbanization has a negative and significant effect, showing that good urban management can reduce emissions. Meanwhile, HDI has a negative but insignificant effect on CO₂.

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References

Acemoglu, D. (2009). Introduction to Modern Economic Growth. New York: Princeton University Press.
Adebayo, T. S., Awosusi, A. A., Kirikkaleli, D., Akinsola, G. D., & Mwamba, M. N. (2021). Can CO2 emissions and energy consumption determine the economic performance of South Korea? A time series analysis. Environmental Science and Pollution Research, 28, 38969-38984. doi:https://doi.org/10.1007/s11356-021-13498-1
Ahmed, D. E., & Alhassoon, I. M. (2024). The Impact of CO2 Emissions on Human Development: The Saudi Context. Journal of Business and Environmental Sciences, 4(1), 1-18. doi:https://doi.org/10.21608/JCESE.2024.253123.1044
Akbar, M., Hussain, A., Akbar, A., & Ullah, I. (2020). The Dynamic Association Between Healthcare Spending, CO2 Emissions, and Human Development Index in OECD Countries: Evidence From Panel VAR Model. Environment, Development and Sustainability, 23, 10470-10489. doi: https://doi.org/10.1007/s10668-020-01066-5
Akorede, Y. F., & Afroz, R. (2020). The Relationship between Urbanization, CO2 Emissions, Economic Growth and Energy Consumption in Nigeria. International Journal of Energy Economics and Policy, 10(6), 491-501. doi:https://doi.org/10.32479/ijeep.9355
Alkam, U., Cakan, C. D., Sengul, A., & Ates, M. H. (2024). The Relationship Between Inflation, Human Development Index and CO2 in Selected Country Groups. Maliye Finans Yazıları, 38(122), 79-109. doi:http://dx.doi.org/10.33203/mfy.1442703
Alvika, P., & Busneti, I. (2025). Analysis of Influence of GDP, Population Resident,and FDI Against Co2 Emissions in 6 ASEAN Countries. Jurnal Ilmu Ekonomi, 09(01), 1-9.
Arimura, T. H. (2024). Environmental Problems: A Market Failure. Introduction to Environmental Economics and Policy in Japan, 3-18. doi:https://doi.org/10.1007/978-981-97-2187-0_1
Ashari, D., & Angrraini, E. D. (2024). The Effect Of Gross Regional Domestic Product (GRDP), Per Capita Expenditure, Population And Human Development Index (HDI) On Poverty In Aceh Province 2010-2023. The 2nd BICEMBA: Bengkulu International Conference on Economics, Management, Business, and Accounting (pp. 1579-1592). Bengkulu: Universitas Bengkulu.
Ayuningrum, R. (2023, September 4). Melihat Pertumbuhan Ekonomi Negara ASEAN, Siapa Paling Tinggi? Retrieved from detikFinance: https://finance.detik.com/berita-ekonomi-bisnis/d-6911906/melihat-pertumbuhan-ekonomi-negara-asean-siapa-paling-tinggi
Baltagi, B. H. (2005). Econometric Analysis of Panel Data. England: Jhon Wiley & Sons, Ltd.
Bieth, R. C. (2020). The Influence of Gross Domestic Product and Human Development Index on CO2 Emissions. Journal of Physics: Conference Series, 1808, 1-13. doi:10.1088/1742-6596/1808/1/012034
Boateng, E., Annor, C. B., Amponsah, M., & Ayibor, R. E. (2024). Does FDI mitigate CO2 emissions intensity? Not when institutional quality is weak. Journal of Environmental Management, 354. doi:https://doi.org/10.1016/j.jenvman.2024.120386
Cahyani, M. D., & Aminata, J. (2020). Peran Energi Terbarukan dan Energi Nuklir: Analisis Empiris Environmental Kuznets Curve di Negara BRICS Periode 1996-2016. Diponegoro Journal of Economics, 9(1), 142-155. doi:https://doi.org/10.14710/djoe.31499
Choudhury, T., Kayani, U. N., Gul, A., Haider, S. A., & Ahmad, S. (2023). Carbon Emissions, Environmental Distortions, and Impact on Growth. Energy Economics, 107040. doi:https://doi.org/10.1016/j.eneco.2023.107040
Christy, A. H., & Sakti, R. K. (2022). Pertumbuhan Ekonomi Dan Emisi Karbon Analisis Hipotesis Environmental Kuznets Curve (Ekc) Pada Negara High Income Di Kawasan Asean Tahun 1998-2018. Journal of Development Economic and Social Studies, 1(4), 520-528. doi:https://doi.org/10.21776/jdess.2022.01.4.02
Costa, L., Rybski, D., & Kropp, J. P. (2011). A Human Development Framework for CO2 Reductions. PubMed, 6(12). doi:http://dx.doi.org/10.1371/journal.pone.0029262
Cozzi, L., Chen, O., & Kim, H. (2023, February 22). The world’s top 1% of emitters produce over 1000 times more CO2 than the bottom 1%. Retrieved from IEA: https://www.iea.org/commentaries/the-worlds-top-1-of-emitters-produce-over-1000-times-more-co2-than-the-bottom-1
Dong, K., Sun, R., Jiang, H., & Zeng, X. (2018). CO2 Emissions, Economic Growth, and The Environmental Kuznets Curve in China: What Roles Can Nuclear Energy and Renewable Energy Play? Journal of Cleaner Production, 196, 51-63. doi:https://doi.org/10.1016/j.jclepro.2018.05.271
Efendi, B., Nasution, D. P., Rusiadi, & Pratiwi, D. (2024). Teori Indeks Pembangunan Manusia dan Pertumbuhan Ekonomi. Medan: CV. Tahta Media Group.
Elfaki, K. E., & Heriqbaldi, U. (2023). Analyzing the Moderating Role of Industrialization on the Environmental Kuznets Curve (EKC) in Indonesia: What Are the Contributions of Financial Development, Energy Consumption, and Economic Growth? Sustainability, 15(5), 4270. doi:https://doi.org/10.3390/su15054270
Fajar, M., & Hariyanto. (2021). Pengujian Eksistensi Environmental Kuznets Curve Di Indonesia. Lebesgue : Jurnal Ilmiah Pendidikan Matematika, Matematika dan Statistika, 2(1), 62-68. doi:10.46306/lb.v2i1.56
Fakhri, I., Alqahtani, M., & Jamee, A. (2024). Effects of CO2 Emissions on the Human Development Index: Application to the Case of the Kingdom of Saudi Arabia and Other Developed Countries. Journal of the Knowledge Economy, 15, 15453-15484.
Fitriani, D., Diarto, H. C., & Yunitasari, D. (2025). Does Environmental Degradation Drive Economic Growth? Evidence From Indonesia and Vietnam. International Research Journal of Economic and Management Studies, 4(5), 324-334. doi:10.56472/25835238/IRJEMS-V4I5P141
Gazi, M. A., Nahiduzzaman, M., Shaturaev, J., Dhar, B. K., & Halim, M. A. (2022). Dynamic Nexus Between Macroeconomic Factors and CO2 Emissions: Evidence from Oil-Producing Countries. Environmental Science, 1-19. doi:https://doi.org/10.3389/fenvs.2022.1005814
Gujarati, D. N., & Porter, D. C. (2008). Basic Econometrics. NewYork: McGraw-Hill/Irwin.
Gupito, K. R., & Kodoatie, J. M. (2013). Keterkaitan Pdrb Perkapita Dari Sektor Industri, Transportasi, Pertanian Dan Kehutanan Terhadap Kualitas Lingkungan Diukur Dari Emisi Co? Di Jawa Tengah. Diponegoro Journal Of Economics, 2(1), 1-7.
Hallegatte, S., Heal, G., Fay, M., & Treguer, D. (2012). FROM GROWTH TO GREEN GROWTH - A FRAMEWORK. Cambridge: NBER Working Paper.
Hapsari, I. K. (2023). The Effect of FDI on Clean Energy Consumption and CO2 Emissions: A Panel Data Analysis. Jurnal Hubungan Luar Negeri, 8(2), 110-127.
Hasanah, A., & Wu, J. (2023). Spatial and Socioeconomic Characteristics of CO2 Emissions and Sequestration in Indonesian Cities. Heliyon, 9, 1-16. doi:https://doi.org/10.1016/j.heliyon.2023.e22000
Hasnisah, A., Azlina, A., & Taib, C. M. (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), 135-143.
Hickel, J., & Kallis, G. (2007). Is Green Growth Possible? New Political Economy, 1-32.
Hou, X., Liu, J., Zhang, D., Zhao, M., & Xia, C. (2019). Impact of urbanization on the eco-efficiency of cultivated land utilization: A case study on the Yangtze River Economic Belt, China. Journal of Cleaner Production, 238(1), 117916.
Huang, Y., Wei, H., Xu, Z., Chen, F., Xiang, J., & Akram, R. (2022). The Impact of FDI Inflows on Carbon Emissions: Economic Development and Regulatory Quality as Moderators. Sustainable Energy System, 9, 1-11. doi:https://doi.org/10.3389/fenrg.2021.820596
ILO. (2018, May 8). Green growth, just transition, and green jobs: There's a lot we don't know. Retrieved from Employment Research Brief: https://www.ilo.org/publications/green-growth-just-transition-and-green-jobs-theres-lot-we-dont-know
Issaoui, F., Alqahtani, M. N., & Jamee, A. F. (2024). Effects of CO2 Emissions on the Human Development Index: Application to the Case of the Kingdom of Saudi Arabia and Other Developed Countries. Journal of The Knowladge Economy, 15(4), 15453-15484. doi:http://dx.doi.org/10.1007/s13132-023-01727-6
Jacobs, M. (2012). Green Growth : Economic Theory and Political Discourse. London: Grantham Research Institute on Climate Change and the Environment.
Kampas, A., Rozakis, S., Faber, A., & Mamica, Ł. (2021). Assessing the Green Growth Trajectory through Resource and Impact Decoupling Indices: The Case of Poland. Pol. J. Environ. Stud, 30(3), 2573-2587. doi:https://doi.org/10.15244/pjoes/128585
Keho, Y. (2023). Impact of Urbanization on the Ecological Footprint: Evidance from Cote d'lvoire. Modern Economy, 14, 1773-1801. doi:https://doi.org/10.4236/me.2023.1412093
Kuok, F., Sdok, S., Ho, S., & Muhamad, I. A. (2024). Barriers to ASEAN Renewable Energy: a Systematic Review and Bibliometric Analysis. Chemical Engineering Transactions, 113, 511-516. doi:10.3303/CET24113086
Lerner, R. M., Hershberg, R. M., Hil, L. J., & Johnson, S. K. (2015). Theories of Human Development. In E. J. Wright, International encyclopedia of social and behavioral sciences (pp. 276-282). Elsevier.
Li, K., Zu, J., Musah, M., Mensah, I. A., Kong, Y., Owusu-Akomeah, M., . . . Agyemang, J. K. (2022). The Link Between Urbanization, Energy Consumption, Foreign Direct Investments and CO2 Emanations: An Empirical Evidance from The EMerging Severn (E7) Countries. Energy Exploration & Exploitation, 40(2), 477-500. doi:http://dx.doi.org/10.1177/01445987211023854
Li, L., & Zhou, H. (2025). The Impact of Foreign Direct Investment on Carbon Emissions in Economies Along the Belt and Road. Sustainability, 17(13), 1-19. doi:https://doi.org/10.3390/su17135905
Liu, Y., Poulova, P., Prazak, P., Ullah, F., & Nathaniel, S. P. (2023). Infrastructure Development, Human Development Index, and CO2 Emissions in China: A Quantile Regression Approach. Frontiers in Environmental Science, 11, 1-10. doi:http://dx.doi.org/10.3389/fenvs.2023.1114977
Ma, B., & Ogata, S. (2024). Impact of Urbanization on Carbon Dioxide Emissions—Evidence from 136 Countries and Regions. Sustainability, 16(18), 7878. doi:https://doi.org/10.3390/su16187878
Mirziyoyeva, Z., & Salahodjaev, R. (2023). Renewable energy, GDP and CO2 emissions in high-globalized countries. Frontiers in Energy Research, 11, 01-08. doi:https://doi.org/10.3389/fenrg.2023.1123269
Mitić, P., Fedajev, A., Radulescu, M., & Rehman, A. (2023). The relationship between CO2 emissions, economic growth, available energy, and employment in SEE countries. Environmental Science and Pollution Research, 30, 16140-16155. doi:https://doi.org/10.1007/s11356-022-23356-3
Noor, M. A., & Saputra, P. M. (2020). Emisi Karbon dan Produk Domestik Bruto: Investigasi Hipotesis Environmental Kuznets Curve (EKC) pada Negara Berpendapatan Menengah di Kawasan ASEAN. Jurnal Wilayah dan Lingkungan, 8(3), 230-246. doi:https://doi.org/10.14710/jwl.8.3.230-246
Nusantara, A., Nurhayati, Azzahra, D. A., Suharti, Amlim, M. R., & Afifah, P. M. (2025). GDP and CO2 Emissions in ASEAN-5: Has the Turning Point Been Reached. International Economics and Business Conference, 3(2), 1314-1323.
Osobajo, O. A., Otitoju, A., Otitoju, M. A., & Oke, A. (2020). The Impact of Energy Consumption and Economic Growth on Carbon Dioxide Emissions. Sustainability, 12(7965), 1-16. doi:http://dx.doi.org/10.3390/su12197965
Pilatowska, M., & Geise, A. (2021). Impact of Clean Energy on CO2 Emissions and Economic Growth within the Phases of Renewables Diffusion in Selected European Countries. Energies, 14(45), 812. doi:https://doi.org/10.3390/en14040812
Pratiwi, I. A., Purbadharmaja, I. B., & Yasa, I. M. (2024). Does GrowthHave an Impacton CO2 Emission in ASEAN Countries? Jurnal Ekonomi Pembangunan, 22(1), 133-144. doi:https://doi.org/10.29259/jep.v22i1.23047
Riani, I. N., & Iryani, N. (2023). Analisis Pengaruh Pengeluaran Pemerintah, Ekspor, dan Pembentukan Modal Tetap Bruto Terhadap Pertumbuhan Ekonomi di Sumatera Barat. Jurnal Ekuilnomi, 5(2), 195-205. doi:https://doi.org/10.36985/eghf0a98
Riyanto, B. (2015). Peran dan tantangan kerjasama subregional dalam mewujudkan masyarakat ekonomi ASEAN (MEA) pendekatan multilevel Governance. Insighnia Journal Of Internasional Relations, 2(2), 28-51. doi:10.20884/1.ins.2015.2.02.456
Sadorsky, P. (2014). The effect of urbanization on CO2 emissions in emerging economies. Energy Economics, 41, 147-153. doi:https://doi.org/10.1016/j.eneco.2013.11.007
Saidi, K., & Omri, A. (2020). The Impact of Renewable Energy on Carbon Emissions and Economic Growth in 15 Major Renewable Energy-Consuming Countries. Environmental Research, 186. doi:https://doi.org/10.1016/j.envres.2020.109567
Sari, S., & Setiyono, J. (2022). The Development of Green Investment and Its Policies in The Regulation of The Indonesian Government. Lambung Mangkurat Law Journal, 7(2), 118-131. doi:https://doi.org/10.32801/lamlaj.v7i2.349
Sasana, H., Sugiharti, R. R., & Yuliani, S. (2018). The Impact of Foreign Direct Investment to the Quality of the Environment in Indonesia. E3S Web of Conferences, 73(3), 1-5. doi:https://doi.org/10.1051/e3sconf/20187310025
Sazuli, A. V. (2025). Assessing The Effect of GDP and FDI Inflows on Carbon Dioxide Emission. Journal of Development Economic and Social Studies, 4(1), 289-302. doi:http://dx.doi.org/10.21776/jdess.2025.04.1.22
Shahbaz, M., Raghutla, C., Chittedi, K. R., Jiao, Z., & Vo, X. V. (2020). The Effect of Renewable Energy Consumption on Economic Growth: Evidence from the Renewable Energy Country Attractive Index. Munich Personal RePEc Archive, 207, 1-47.
Simangunsong, N. A., & Barika. (2025). Analisis Investasi Dalam Pertumbuhan Ekonomi Di Indonesia. Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi), 9(1), 952-964. doi:https://doi.org/10.31955/mea.v9i1.4974
Singh, S., & Yadav, A. (2021). Chapter 3 - Interconnecting the environment with economic development of a nation. Environmental Sustainability and Economy, 35-60. doi:https://doi.org/10.1016/B978-0-12-822188-4.00003-8
Smulders, S., Toman, M., & Withagen, C. (2014). Growth theory and 'green growth'. Oxford Review of Economic Policy, 30(3), 423-446.
Sun, L., & Han, Y. (2022). SpatialCorrelation Network Structure and Influencing Factors of Two-Stage Green Innovation Efficiency: Evidence from China. Sustainability, 14(18). doi:https://doi.org/10.3390/su141811584
Tang, C. F., Tan, B. W., & Ozturk, I. (2016). Energy Consumption and Economic Growth in Vietnam. Renewable and Sustainable Energy Reviews, 54, 1506-1514. doi:https://doi.org/10.1016/j.rser.2015.10.083
Tang, M., & Hu, F. (2023). Land Urbanization and Urban CO2 Emissions: Empirical Evidance from Chinese Prefecture-Level Cities. Heliyon, 9(9), 1-20. doi:https://doi.org/10.1016/j.heliyon.2023.e19834
Thomas, V. (2001). Revisiting The Challenge of Development. In G. M. Meier, J. E. Stiglitz, & W. Bank, Frontiers of Development Economics, The Future in Persfective. World Bank Press.
Thu, N. T., Hanh, P. H., Nguyen, V. D., Luong, H. D., & Hue, D. T. (2022). Factors Affecting CO2 Emissions in Vietnam. Environment and Ecology Research, 10(2), 307-313. doi:https://doi.org/10.13189/eer.2022.100221
Tsandra, N. A., Sunaryo, R. P., Syafri, & Octavian, D. (2023). Pengaruh Konsumsi Energi dan Aktivitas EkonomiTerhadap Emisi CO2 di Negara G20. e-Journal Ekonomi Bisnis dan Akuntansi, 10(2), 69-79.
Usenata, N. (2018). Environmental Kuznets Curve (EKC): A Review of Theoretical and Empirical Literature. MPRA, 85024. Retrieved from https://mpra.ub.uni-muenchen.de/85024/1/MPRA_paper_85024.pdf
Veronica, V. (2015). Eksternalitas Industri Batu Bata Terhadap Sosial Ekonomi di Kecamatan Tenaya Raya. Jom FEKON, 2(2), 1-13.
Wang, Q., Wang, X., & Li, R. (2022). Does Urbanization Redefine The Environmental Kuznets Curve? An Empirical Analysis of 134 Countries. Sustainable Cities and Society, 76. doi:https://doi.org/10.1016/j.scs.2021.103382
Wildani, A. F., Fratiwi, D. A., Hendra, & Amelinda, I. (2025). Dampak Urbanisasi Terhadap Pertumbuhan Ekonomi Regional Dan Perkotaan. Warta Dharmawangsa, 19(2), 801-808. doi:http://dx.doi.org/10.46576/wdw.v19i2.6041
Xu, H., Gao, Y., Wang, C., Guo, Z., Liu, W., & Zhang, D. (2024). Exploring The Nexuses Between Carbon Dioxide Emissions, Material Footprints And Human Development: An Empirical Study of 151 Countries. Ecological Indicators, 166, 1-18. doi:https://doi.org/10.1016/j.ecolind.2024.112229
Yazdi, S. K., & Dariani, A. G. (2019). CO2 emissions, urbanisation and economic growth: evidence from Asian countries. Economic Research-Ekonomska Istraživanja, 31(1), 510-530. doi:https://doi.org/10.1080/1331677X.2018.1556107
Yuniarti, D. (2019). Eksternalitas Lingkungan. Yogyakarta: Universitas Ahmad Dahlan.
Yunita, R., Gunarto, T., Marselina, & Yuliawan, D. (2023). The Influence of GDP per Capita, Income Inequality, and Population on CO2 Emission (Environmental Kuznet Curve Analysis in Indonesa). International Journal of Social Science, Education, Communication, and Economics, 2(2), 217-230. doi:https://doi.org/10.54443/sj.v2i2.130
Zafar, A., Ullah, S., Majeed, M. T., & Yasmeen, R. (2020). Environmental Pollution in Asian Economies: Does the Industrialisation Matter? OPEC Energy Review, 44(3), 227-248. doi:https://doi.org/10.1111/opec.12181
Zeeshan, M., Han, J., Rehman, A., Ullah, I., Afridi, F. e., & Fareed, Z. (2022). Comparative Analysis of Trade Liberalization, CO2 Emissions, Energy Consumption and Economic Growth in Southeast Asian and Latin American Regions: A Structural Equation Modeling Approach. Frontiers in Environmental Science, 10, 1-12. doi:https://doi.org/10.3389/fenvs.2022.854590
Zheng, J., & Wang, X. (2022). Impact on Human Development Index Due to Combination of Renewables and ITCs: New Evidance from 26 Countries. Renewable Energy, 191, 330-344. doi:https://doi.org/10.1016/j.renene.2022.04.033
Zulaicha, A. U., Sasana, H., & Septiani, Y. (2020). Analisis Determinasi Emisi Co2 Di Indonesia Tahun 1990-2018. DINAMIC : DIRECTORY JOURNAL OF ECONOMIC, 2(2), 487-500.
Published
2025-10-31
How to Cite
Tarsan, T., Rospida, L., & Anggraini, E. (2025). Linking Macroeconomic Indicators To Carbon Emissions In ASEAN Emerging Economies: Empirical Evidence From Panel Data. EKOMBIS REVIEW: Jurnal Ilmiah Ekonomi Dan Bisnis, 13(4), 4527-4544. https://doi.org/10.37676/ekombis.v13i4.10668
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Articles