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The Effect of Energy Consumption, Income, and Population Growth on CO 2 Emissions: Evidence from NARDL and Machine Learning Models

Author

Listed:
  • Mansoor Ahmed

    (Department of Finance and Economics, Software Engineering Institute of Guangzhou, Guangzhou 510900, China)

  • Wen Huan

    (Department of Finance and Economics, Software Engineering Institute of Guangzhou, Guangzhou 510900, China)

  • Nafees Ali

    (State Key Laboratory of Geomechanics and Geotechnical Engineering, Institute of Rock and Soil Mechanics, Chinese Academy of Sciences, Wuhan 430071, China
    University of Chinese Academy of Sciences, Beijing 100049, China)

  • Ahsan Shafi

    (School of Public Administration, China University of Geosciences, Wuhan 430074, China)

  • Muhsan Ehsan

    (Department of Earth and Environmental Sciences, Bahria School of Engineering and Applied Sciences, Bahria University, Islamabad 44000, Pakistan)

  • Kamal Abdelrahman

    (Department of Geology and Geophysics, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia)

  • Anser Ali Khan

    (International Development, Community and Environment (IDCE), Clark University, Worcester, MA 01610, USA)

  • Saiq Shakeel Abbasi

    (Tyche Consultants (SMC) Pvt. Ltd., Islamabad 44000, Pakistan)

  • Mohammed S. Fnais

    (Department of Geology and Geophysics, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia)

Abstract

With population and income growth, the need for energy has increased in developing and emerging economies, which has inevitably led to an increase in carbon dioxide emissions (CO 2 e). This paper investigates the impact of energy consumption on CO 2 e influenced by population growth, energy consumption per capita, and income. In particular, this paper investigates whether or not an increase in energy consumption, energy intensity, energy consumption per capita, population growth, and income impacts CO 2 e in China, India, and the USA. The study applied the non-linear Autoregressive distributed lag (NARDL) and machine learning techniques. We found a significant impact of energy consumption per capita on the CO 2 emissions in China, India, and USA. Furthermore, the results revealed that, when income increased, CO 2 emissions increased in India, but decreased in the USA. The results confirmed that population growth increases CO 2 emissions only in India. The results revealed that a decrease in energy intensity significantly improves the environmental quality in China and India. Finally, we forecasted the CO 2 e trend from 2017 to 2025. The results revealed an upcoming increase in CO 2 e levels in China and India. Conversely, the forecasted results demonstrated a downward trend of CO 2 e emissions in the USA.

Suggested Citation

  • Mansoor Ahmed & Wen Huan & Nafees Ali & Ahsan Shafi & Muhsan Ehsan & Kamal Abdelrahman & Anser Ali Khan & Saiq Shakeel Abbasi & Mohammed S. Fnais, 2023. "The Effect of Energy Consumption, Income, and Population Growth on CO 2 Emissions: Evidence from NARDL and Machine Learning Models," Sustainability, MDPI, vol. 15(15), pages 1-19, August.
    • Handle: RePEc:gam:jsusta:v:15:y:2023:i:15:p:11956-:d:1210017
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    References listed on IDEAS

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    1. 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).
    2. Shi, Huiting & Chai, Jian & Lu, Quanying & Zheng, Jiali & Wang, Shouyang, 2022. "The impact of China's low-carbon transition on economy, society and energy in 2030 based on CO2 emissions drivers," Energy, Elsevier, vol. 239(PD).
    3. Manzoor Ahmad & Shoukat Iqbal Khattak & Shehzad Khan & Zia Ur Rahman, 2020. "Do aggregate domestic consumption spending & technological innovation affect industrialization in South Africa? An application of linear & non-linear ARDL models," Journal of Applied Economics, Taylor & Francis Journals, vol. 23(1), pages 44-65, January.
    4. Hanif, Imran & Faraz Raza, Syed Muhammad & Gago-de-Santos, Pilar & Abbas, Qaiser, 2019. "Fossil fuels, foreign direct investment, and economic growth have triggered CO2 emissions in emerging Asian economies: Some empirical evidence," Energy, Elsevier, vol. 171(C), pages 493-501.
    5. Danish & Recep Ulucak & Salah‐Ud‐Din Khan, 2020. "Relationship between energy intensity and CO2 emissions: Does economic policy matter?," Sustainable Development, John Wiley & Sons, Ltd., vol. 28(5), pages 1457-1464, September.
    6. Irfan Ullah & Alam Rehman & Farman Ullah Khan & Muhammad Haroon Shah & Faridoon Khan, 2020. "Nexus between trade, CO2 emissions, renewable energy, and health expenditure in Pakistan," International Journal of Health Planning and Management, Wiley Blackwell, vol. 35(4), pages 818-831, July.
    7. Najid Ahmad & Liangsheng Du & Xian-Liang Tian & Jianlin Wang, 2019. "Chinese growth and dilemmas: modelling energy consumption, CO2 emissions and growth in China," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(1), pages 315-338, January.
    8. Islam, Md. Monirul & Irfan, Muhammad & Shahbaz, Muhammad & Vo, Xuan Vinh, 2022. "Renewable and non-renewable energy consumption in Bangladesh: The relative influencing profiles of economic factors, urbanization, physical infrastructure and institutional quality," Renewable Energy, Elsevier, vol. 184(C), pages 1130-1149.
    9. Jaehyeok Kim & Hyungwoo Lim & Ha-Hyun Jo, 2020. "Do Aging and Low Fertility Reduce Carbon Emissions in Korea? Evidence from IPAT Augmented EKC Analysis," IJERPH, MDPI, vol. 17(8), pages 1-15, April.
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