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Is trade relevant to the macro drivers of carbon dioxide emissions? A study of high‐ and low‐trade openness economies

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  • Shahida Suleman
  • Hassanudin Mohd Thas Thaker
  • Calvin Cheong Wing Hoh

Abstract

The objective of this research is to systematically compare the impact of macro determinants on CO2 emissions, using the theoretical frameworks of trade, the Environmental Kuznets Curve, and the Pollution Haven Hypothesis. The study specifically focuses on high‐ and low‐trade‐openness economies from 1995 to 2020. Methodologies employed include stepwise regression, fully modified least squares, pooled ordinary least squares, and fixed effects models. Long‐run dynamics were assessed using Granger causality tests and Pedroni and Johansen cointegration tests. The results indicate both long‐term and short‐term relationships between CO2 emissions and the following variables: (i) gross capital formation (GCF), (ii) per capita income (PCI), (iii) population (POP), and (iv) trade openness. Trade openness has a positive and significant effect on CO2 emissions in highly trade openness economies, whereas it has a negative effect in low trade‐open economies. Highly open economies are more significantly impacted by GCF and POP on CO2 emissions compared with low‐ trade openness economies. Additionally, PCI positively and significantly influences CO2 emissions in low‐ trade openness countries, and this effect is greater than in high‐ trade openness economies. The study also identifies a bidirectional causal relationship between PCI, GCF, and CO2 emissions in both groups of economies, as well as a unidirectional relationship between trade openness, POP, and CO2 emissions in both high‐ and low‐ trade openness countries.

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  • Shahida Suleman & Hassanudin Mohd Thas Thaker & Calvin Cheong Wing Hoh, 2025. "Is trade relevant to the macro drivers of carbon dioxide emissions? A study of high‐ and low‐trade openness economies," Natural Resources Forum, Blackwell Publishing, vol. 49(4), pages 3654-3683, November.
  • Handle: RePEc:wly:natres:v:49:y:2025:i:4:p:3654-3683
    DOI: 10.1111/1477-8947.12543
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    as
    1. Hering, Dominik & Xhonneux, André & Müller, Dirk, 2021. "Design optimization of a heating network with multiple heat pumps using mixed integer quadratically constrained programming," Energy, Elsevier, vol. 226(C).
    2. Arize, Augustine C. & Malindretos, John & Ghosh, Dilip, 2015. "Purchasing power parity-symmetry and proportionality: Evidence from 116 countries," International Review of Economics & Finance, Elsevier, vol. 37(C), pages 69-85.
    3. Umar Nawaz Kayani & Mochammad Fahlevi & Roohi Mumtaz & Reema Al Qaruty & Muzaffar Asad, 2023. "The Nexus between Carbon Emissions and Per Capita Income of Households: Evidence from Japanese Prefectures," International Journal of Energy Economics and Policy, Econjournals, vol. 13(6), pages 567-572, November.
    4. Halicioglu, Ferda, 2009. "An econometric study of CO2 emissions, energy consumption, income and foreign trade in Turkey," Energy Policy, Elsevier, vol. 37(3), pages 1156-1164, March.
    5. Heru Cahyo & Sodik Dwi Purnomo & Sully Kemala Octisari & Mayla Surveyandini & Sri Sundari & Elly Kristiani Purwendah, 2023. "Environment, Population, and Economy on CO2 Emission in Indonesia," International Journal of Energy Economics and Policy, Econjournals, vol. 13(6), pages 295-303, November.
    6. Stern, David I., 2004. "The Rise and Fall of the Environmental Kuznets Curve," World Development, Elsevier, vol. 32(8), pages 1419-1439, August.
    7. Wei Zhang & Binshuai Li & Rui Xue & Chengcheng Wang & Wei Cao, 2021. "A systematic bibliometric review of clean energy transition: Implications for low-carbon development," PLOS ONE, Public Library of Science, vol. 16(12), pages 1-18, December.
    8. Nisha Prakash & Madhvi Sethi, 2023. "Relationship between fixed capital formation and carbon emissions: Impact of trade liberalization in India," Cogent Economics & Finance, Taylor & Francis Journals, vol. 11(2), pages 2245274-224, June.
    9. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    10. Goodness C. Aye & Prosper Ebruvwiyo Edoja, 2017. "Effect of economic growth on CO2 emission in developing countries: Evidence from a dynamic panel threshold model," Cogent Economics & Finance, Taylor & Francis Journals, vol. 5(1), pages 1379239-137, January.
    11. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    12. York, Richard & Rosa, Eugene A. & Dietz, Thomas, 2003. "STIRPAT, IPAT and ImPACT: analytic tools for unpacking the driving forces of environmental impacts," Ecological Economics, Elsevier, vol. 46(3), pages 351-365, October.
    13. Luca De Benedictis & Lucia Tajoli, 2011. "The World Trade Network," The World Economy, Wiley Blackwell, vol. 34(8), pages 1417-1454, August.
    14. World Bank, 2013. "World Development Report 2014 [Informe sobre el desarrollo mundial 2014, Riesgo y oportunidad : la administración del riesgo como instrumento de desarrollo - Panorama general]," World Bank Publications - Books, The World Bank Group, number 16092, April.
    15. Michael Huesemann & Joyce Huesemann, 2008. "Will progress in science and technology avert or accelerate global collapse? A critical analysis and policy recommendations," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 10(6), pages 787-825, December.
    16. Aller, Carlos & Ductor, Lorenzo & Herrerias, M.J., 2015. "The world trade network and the environment," Energy Economics, Elsevier, vol. 52(PA), pages 55-68.
    17. Balsalobre-Lorente, Daniel & Shahbaz, Muhammad & Roubaud, David & Farhani, Sahbi, 2018. "How economic growth, renewable electricity and natural resources contribute to CO2 emissions?," Energy Policy, Elsevier, vol. 113(C), pages 356-367.
    18. Emilio Padilla Rosa & Evans Jadotte, 2023. "The determinants of the inequality in CO2 emissions per capita between developing countries and their implications for environmental policy," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 151-169, February.
    19. Prabirjit Sarkar, 2008. "Trade Openness and Growth: Is There Any Link?," Journal of Economic Issues, Taylor & Francis Journals, vol. 42(3), pages 763-785, September.
    20. Yaya Keho, 2017. "The impact of trade openness on economic growth: The case of Cote d’Ivoire," Cogent Economics & Finance, Taylor & Francis Journals, vol. 5(1), pages 1332820-133, January.
    21. Omri, Anis & Daly, Saida & Rault, Christophe & Chaibi, Anissa, 2015. "Financial development, environmental quality, trade and economic growth: What causes what in MENA countries," Energy Economics, Elsevier, vol. 48(C), pages 242-252.
    22. Wen-Cheng Lu, 2017. "Greenhouse Gas Emissions, Energy Consumption and Economic Growth: A Panel Cointegration Analysis for 16 Asian Countries," IJERPH, MDPI, vol. 14(11), pages 1-15, November.
    23. Cherniwchan, Jevan, 2012. "Economic growth, industrialization, and the environment," Resource and Energy Economics, Elsevier, vol. 34(4), pages 442-467.
    24. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    25. Werner Antweiler & Brian R. Copeland & M. Scott Taylor, 2001. "Is Free Trade Good for the Environment?," American Economic Review, American Economic Association, vol. 91(4), pages 877-908, September.
    26. Irfan Khan & Fujun Hou, 2021. "The Impact of Socio-economic and Environmental Sustainability on CO2 Emissions: A Novel Framework for Thirty IEA Countries," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 155(3), pages 1045-1076, June.
    27. Liu, Haiying & Khan, Irfan & Zakari, Abdulrasheed & Alharthi, Majed, 2022. "Roles of trilemma in the world energy sector and transition towards sustainable energy: A study of economic growth and the environment," Energy Policy, Elsevier, vol. 170(C).
    28. Ahmad, Mahmood & Pata, Ugur Korkut & Ahmed, Zahoor & Zhao, Ruiqi, 2024. "Fintech, natural resources management, green energy transition, and ecological footprint: Empirical insights from EU countries," Resources Policy, Elsevier, vol. 92(C).
    29. Shahida Suleman & Mohamed Boukhris & Umar Nawaz Kayani & Hassanudin Mohammad Thas Thaker & Calvin W. H. Cheong & Abduraawf Hadili & Shehnaz Tehseen, 2024. "Are Trade Openness Drivers Relevant to Carbon Dioxide Emission? A Study of Emerging Economies," International Journal of Energy Economics and Policy, Econjournals, vol. 14(2), pages 183-196, March.
    30. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    31. Martínez-Zarzoso, Inmaculada & Maruotti, Antonello, 2011. "The impact of urbanization on CO2 emissions: Evidence from developing countries," Ecological Economics, Elsevier, vol. 70(7), pages 1344-1353, May.
    32. Lee, Chien-Chiang & He, Zhi-Wen & Xiao, Fu, 2022. "How does information and communication technology affect renewable energy technology innovation? International evidence," Renewable Energy, Elsevier, vol. 200(C), pages 546-557.
    33. Jeffrey A. Frankel & Andrew K. Rose, 2005. "Is Trade Good or Bad for the Environment? Sorting Out the Causality," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 85-91, February.
    34. Lee, Chien-Chiang & Yuan, Zihao & Wang, Qiaoru, 2022. "How does information and communication technology affect energy security? International evidence," Energy Economics, Elsevier, vol. 109(C).
    35. Ahmad, Mahmood & Jiang, Ping & Majeed, Abdul & Umar, Muhammad & Khan, Zeeshan & Muhammad, Sulaman, 2020. "The dynamic impact of natural resources, technological innovations and economic growth on ecological footprint: An advanced panel data estimation," Resources Policy, Elsevier, vol. 69(C).
    36. Niklas Höhne & Michel den Elzen & Joeri Rogelj & Bert Metz & Taryn Fransen & Takeshi Kuramochi & Anne Olhoff & Joseph Alcamo & Harald Winkler & Sha Fu & Michiel Schaeffer & Roberto Schaeffer & Glen P., 2020. "Emissions: world has four times the work or one-third of the time," Nature, Nature, vol. 579(7797), pages 25-28, March.
    37. Nikolai Klishch & Alexander Larionov, 2022. "Assessing the possibility of winning a WTO dispute before being involved," Journal of Economics, Finance and Administrative Science, Emerald Group Publishing Limited, vol. 27(54), pages 202-218, November.
    38. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    39. Nam, Hyun-Jung & Ryu, Doojin, 2024. "Does trade openness promote economic growth in developing countries?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 93(C).
    40. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    41. Ahmad M. A. Zamil & Maham Furqan & Haider Mahmood, 2019. "Trade openness and CO2 emissions nexus in Oman," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 7(2), pages 1319-1329, December.
    42. Sapkota, Pratikshya & Bastola, Umesh, 2017. "Foreign direct investment, income, and environmental pollution in developing countries: Panel data analysis of Latin America," Energy Economics, Elsevier, vol. 64(C), pages 206-212.
    43. Lu, Ling & Liu, Peng & Yu, Jian & Shi, Xunpeng, 2023. "Digital inclusive finance and energy transition towards carbon neutrality: Evidence from Chinese firms," Energy Economics, Elsevier, vol. 127(PB).
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