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Heterogeneity analysis of factors influencing CO2 emissions: The role of human capital, urbanization, and FDI

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  • Lee, Chien-Chiang
  • Zhao, Ya-Nan

Abstract

Reducing carbon dioxide (CO2) emissions is critical to combating global warming and achieving sustainable global economic development. This research combines the stochastic effects regression (STIRPAT) framework and a finite mixture model (FMM) with concomitant variables to investigate the influencing factors and heterogeneity characteristics of CO2 emissions in 96 countries between 2000 and 2020. The findings of the study are as follows. First, the full-sample regression results show that an increase of population aggravates CO2 emissions, the impact of affluence on CO2 emissions exhibits an inverted U-shape trend, and technology significantly improves CO2 emissions. Second, the samples were divided into three groups based on FMMnamed group A, group B and group C. In the three groups, he impacts of affluence and technology on CO2 affluence and technology have different effects on CO2 emissions, but a greater population size significantly raises CO2 emissions. Third, this study presents human capital, urbanization, and foreign direct investment (FDI) as concomitant variables to group the models objectively. The coefficient of the concomitant variable is positive, indicating that the differences among groups A, B, and C can be explained by said variables. During the period from 2000 to 2020, the group transformation of 16 countries is mainly due to the promotion of human capital, urbanization, and FDI. Reducing CO2 emissions is a global action that requires the joint efforts of all countries. Therefore, it is important to control the rate of population growth, increase the level of economic development, and accelerate the development of technologies, depending on the characteristics of different countries. The role of human capital, urbanization transition and FDI in promoting CO2 reduction should be fully utilized.

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  • Lee, Chien-Chiang & Zhao, Ya-Nan, 2023. "Heterogeneity analysis of factors influencing CO2 emissions: The role of human capital, urbanization, and FDI," Renewable and Sustainable Energy Reviews, Elsevier, vol. 185(C).
  • Handle: RePEc:eee:rensus:v:185:y:2023:i:c:s1364032123005014
    DOI: 10.1016/j.rser.2023.113644
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    References listed on IDEAS

    as
    1. 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.
    2. Flachaire, Emmanuel & García-Peñalosa, Cecilia & Konte, Maty, 2014. "Political versus economic institutions in the growth process," Journal of Comparative Economics, Elsevier, vol. 42(1), pages 212-229.
    3. Ahmad, Manzoor & Zheng, Jianghuai, 2021. "Do innovation in environmental-related technologies cyclically and asymmetrically affect environmental sustainability in BRICS nations?," Technology in Society, Elsevier, vol. 67(C).
    4. Ann Owen & Julio Videras & Lewis Davis, 2009. "Do all countries follow the same growth process?," Journal of Economic Growth, Springer, vol. 14(4), pages 265-286, December.
    5. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    6. Tiwari, Aviral Kumar & Trabelsi, Nader & Abakah, Emmanuel Joel Aikins & Nasreen, Samia & Lee, Chien-Chiang, 2023. "An empirical analysis of the dynamic relationship between clean and dirty energy markets," Energy Economics, Elsevier, vol. 124(C).
    7. Agnieszka Majewska & Urszula Gierałtowska, 2022. "Impact of Economic Affluence on CO 2 Emissions in CEE Countries," Energies, MDPI, vol. 15(1), pages 1-21, January.
    8. Namahoro, J.P. & Wu, Q. & Zhou, N. & Xue, S., 2021. "Impact of energy intensity, renewable energy, and economic growth on CO2 emissions: Evidence from Africa across regions and income levels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 147(C).
    9. David Hunter & Derek Young, 2012. "Semiparametric mixtures of regressions," Journal of Nonparametric Statistics, Taylor & Francis Journals, vol. 24(1), pages 19-38.
    10. Misbah Sadiq & Desti Kannaiah & Ghulam Yahya Khan & Malik Shahzad Shabbir & Kanwal Bilal & Aysha Zamir, 2023. "Does sustainable environmental agenda matter? The role of globalization toward energy consumption, economic growth, and carbon dioxide emissions in South Asian countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(1), pages 76-95, January.
    11. Jun Wen & Waheed Ali & Jamal Hussain & Nadeem Akhtar Khan & Hadi Hussain & Najabat Ali & Rizwan Akhtar, 2022. "Dynamics between green innovation and environmental quality: new insights into South Asian economies," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 39(2), pages 543-565, July.
    12. Obobisa, Emma Serwaa & Chen, Haibo & Mensah, Isaac Adjei, 2022. "The impact of green technological innovation and institutional quality on CO2 emissions in African countries," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    13. Furukawa, Yuichi, 2010. "Intellectual property protection and innovation: an inverted-U relationship," Economics Letters, Elsevier, vol. 109(2), pages 99-101, November.
    14. Sufyanullah, Khan & Ahmad, Khan Arshad & Sufyan Ali, Muhammad Abu, 2022. "Does emission of carbon dioxide is impacted by urbanization? An empirical study of urbanization, energy consumption, economic growth and carbon emissions - Using ARDL bound testing approach," Energy Policy, Elsevier, vol. 164(C).
    15. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    16. Yongtao Shen & Fan Zhang & Min Gong & JiQiang Huang, 2022. "The Urbanization–Environmental Pollution Nexus: An Analysis Based on a Spatial Perspective," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(8), pages 2355-2367, June.
    17. Petar Mitić & Olja Munitlak Ivanović & Aleksandar Zdravković, 2017. "A Cointegration Analysis of Real GDP and CO 2 Emissions in Transitional Countries," Sustainability, MDPI, vol. 9(4), pages 1-18, April.
    18. Du, Kerui & Yu, Ying & Li, Jing, 2020. "Does international trade promote CO2 emission performance? An empirical analysis based on a partially linear functional-coefficient panel data model," Energy Economics, Elsevier, vol. 92(C).
    19. Greene, William, 2005. "Reconsidering heterogeneity in panel data estimators of the stochastic frontier model," Journal of Econometrics, Elsevier, vol. 126(2), pages 269-303, June.
    20. Ellen Thio & MeiXuen Tan & Liang Li & Muhammad Salman & Xingle Long & Huaping Sun & Bangzhu Zhu, 2022. "The estimation of influencing factors for carbon emissions based on EKC hypothesis and STIRPAT model: Evidence from top 10 countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(9), pages 11226-11259, September.
    21. Sharma, Susan Sunila, 2011. "Determinants of carbon dioxide emissions: Empirical evidence from 69 countries," Applied Energy, Elsevier, vol. 88(1), pages 376-382, January.
    22. Sohag, Kazi & Begum, Rawshan Ara & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "Dynamics of energy use, technological innovation, economic growth and trade openness in Malaysia," Energy, Elsevier, vol. 90(P2), pages 1497-1507.
    23. Zhicheng Xu & Yu Zhang & Yang Sun, 2020. "Will Foreign Aid Foster Economic Development? Grid Panel Data Evidence from China’s Aid to Africa," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(14), pages 3383-3404, November.
    24. Baolong Yuan & Chen Li & Hongyuan Yin & Meng Zeng, 2022. "Green innovation and China’s CO2 emissions – the moderating effect of institutional quality," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 65(5), pages 877-906, April.
    25. Liddle, Brantley, 2015. "What Are the Carbon Emissions Elasticities for Income and Population? Bridging STIRPAT and EKC via robust heterogeneous panel estimates," MPRA Paper 61304, University Library of Munich, Germany.
    26. Al-mulali, Usama & Tang, Chor Foon & Ozturk, Ilhan, 2015. "Estimating the Environment Kuznets Curve hypothesis: Evidence from Latin America and the Caribbean countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 50(C), pages 918-924.
    27. Suyi Kim, 2019. "CO2 Emissions, Foreign Direct Investments, Energy Consumption, and GDP in Developing Countries: A More Comprehensive Study using Panel Vector Error Correction Model," Korean Economic Review, Korean Economic Association, vol. 35, pages 5-24.
    28. Yahya, Farzan & Lee, Chien-Chiang, 2023. "Disentangling the asymmetric effect of financialization on the green output gap," Energy Economics, Elsevier, vol. 125(C).
    29. Jing Wang & Yubing Xu, 2021. "Internet Usage, Human Capital and CO 2 Emissions: A Global Perspective," Sustainability, MDPI, vol. 13(15), pages 1-16, July.
    30. Li, Ke & Lin, Boqiang, 2015. "Impacts of urbanization and industrialization on energy consumption/CO2 emissions: Does the level of development matter?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1107-1122.
    31. Lee, Chien-Chiang & Hussain, Jafar, 2023. "Energy sustainability under the COVID-19 outbreak: Electricity break-off policy to minimize electricity market crises," Energy Economics, Elsevier, vol. 125(C).
    32. Lee, Chien-Chiang & He, Zhi-Wen, 2022. "Natural resources and green economic growth: An analysis based on heterogeneous growth paths," Resources Policy, Elsevier, vol. 79(C).
    33. Zahra Nasrollahi & Mohadeseh-sadat Hashemi & Saeed Bameri & Vahid Mohamad Taghvaee, 2020. "Environmental pollution, economic growth, population, industrialization, and technology in weak and strong sustainability: using STIRPAT model," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(2), pages 1105-1122, February.
    34. Ramphul Ohlan, 2015. "The impact of population density, energy consumption, economic growth and trade openness on CO 2 emissions in India," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 79(2), pages 1409-1428, November.
    35. Chi-Wei Su & Yannong Xie & Sadaf Shahab & Ch. Muhammad Nadeem Faisal & Muhammad Hafeez & Ghulam Muhammad Qamri, 2021. "Towards Achieving Sustainable Development: Role of Technology Innovation, Technology Adoption and CO 2 Emission for BRICS," IJERPH, MDPI, vol. 18(1), pages 1-13, January.
    36. Guanchun Liu, Yuanyuan Liu, and Chien-Chiang Lee, 2020. "Growth Sources of Green Economy and Energy Consumption in China: New Evidence Accounting for Heterogeneous Regimes," The Energy Journal, International Association for Energy Economics, vol. 0(Number 6), pages 33-54.
    37. Maty Konte, 2018. "Do remittances not promote growth? A finite mixture-of-regressions approach," Empirical Economics, Springer, vol. 54(2), pages 747-782, March.
    38. Faqeer Muhammad & Rehmat Karim & Khair Muhammad & Amna Asghar, 2020. "Population Density, CO2 Emission and Energy Consumption in Pakistan: A Multivariate Analysis," International Journal of Energy Economics and Policy, Econjournals, vol. 10(6), pages 250-255.
    39. Poumanyvong, Phetkeo & Kaneko, Shinji, 2010. "Does urbanization lead to less energy use and lower CO2 emissions? A cross-country analysis," Ecological Economics, Elsevier, vol. 70(2), pages 434-444, December.
    40. Du, Kerui & Li, Pengzhen & Yan, Zheming, 2019. "Do green technology innovations contribute to carbon dioxide emission reduction? Empirical evidence from patent data," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 297-303.
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