IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v136y2024ics0140988324004432.html
   My bibliography  Save this article

Predicting energy source diversification in emerging Asia: The role of global supply chain pressure

Author

Listed:
  • Sun, Yunpeng
  • Pal, Shreya
  • Mahalik, Mantu Kumar
  • Gozgor, Giray
  • Lau, Chi Keung Marco

Abstract

This study investigates energy diversification trends in six Emerging Asian countries from 1998 to 2021 while exploring the predicting effects of the global supply chain pressure, total investment, innovation, economic growth, and globalisation on energy diversification. This study considers the Kernel-Based Regularized Least Squares (KRLS) estimations and prediction models (Adam and Stochastic Gradient Descent optimisers). The impacts of global supply chain pressure and total investment on energy diversification are positive. Innovation also emerges as crucial factor to enhance energy diversification. Deeper integration into the global economy (globalisation) and economic growth strengthen energy diversification. The study underscores the importance of tailored policies, advocating for investments in innovation, targeted total investment, and inclusive growth strategies to address energy diversification in emerging Asian countries.

Suggested Citation

  • Sun, Yunpeng & Pal, Shreya & Mahalik, Mantu Kumar & Gozgor, Giray & Lau, Chi Keung Marco, 2024. "Predicting energy source diversification in emerging Asia: The role of global supply chain pressure," Energy Economics, Elsevier, vol. 136(C).
  • Handle: RePEc:eee:eneeco:v:136:y:2024:i:c:s0140988324004432
    DOI: 10.1016/j.eneco.2024.107735
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988324004432
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2024.107735?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Korhan Gökmenoğlu & Nigar Taspinar, 2016. "The relationship between Co 2 emissions, energy consumption, economic growth and FDI: the case of Turkey," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 25(5), pages 706-723, August.
    2. Paramati, Sudharshan Reddy & Ummalla, Mallesh & Apergis, Nicholas, 2016. "The effect of foreign direct investment and stock market growth on clean energy use across a panel of emerging market economies," Energy Economics, Elsevier, vol. 56(C), pages 29-41.
    3. M. Hashem Pesaran, 2007. "A simple panel unit root test in the presence of cross-section dependence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 22(2), pages 265-312.
    4. Wang, Zhaohua & Bui, Quocviet & Zhang, Bin & Nawarathna, Chulan Lasantha K. & Mombeuil, Claudel, 2021. "The nexus between renewable energy consumption and human development in BRICS countries: The moderating role of public debt," Renewable Energy, Elsevier, vol. 165(P1), pages 381-390.
    5. Salim, Ruhul A. & Hassan, Kamrul & Shafiei, Sahar, 2014. "Renewable and non-renewable energy consumption and economic activities: Further evidence from OECD countries," Energy Economics, Elsevier, vol. 44(C), pages 350-360.
    6. Gozgor, Giray & Paramati, Sudharshan Reddy, 2022. "Does energy diversification cause an economic slowdown? Evidence from a newly constructed energy diversification index," Energy Economics, Elsevier, vol. 109(C).
    7. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    8. Lau, Chi Keung & Gozgor, Giray & Mahalik, Mantu Kumar & Patel, Gupteswar & Li, Jing, 2023. "Introducing a new measure of energy transition: Green quality of energy mix and its impact on CO2 emissions," Energy Economics, Elsevier, vol. 122(C).
    9. Wu, Gang & Liu, Lan-Cui & Wei, Yi-Ming, 2009. "Comparison of China's oil import risk: Results based on portfolio theory and a diversification index approach," Energy Policy, Elsevier, vol. 37(9), pages 3557-3565, September.
    10. Hainmueller, Jens & Hazlett, Chad, 2014. "Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach," Political Analysis, Cambridge University Press, vol. 22(2), pages 143-168, April.
    11. Ren, Xiaohang & Yang, Wanping & Jin, Yi, 2024. "Geopolitical risk and renewable energy consumption: Evidence from a spatial convergence perspective," Energy Economics, Elsevier, vol. 131(C).
    12. Zhu, Huiming & Duan, Lijun & Guo, Yawei & Yu, Keming, 2016. "The effects of FDI, economic growth and energy consumption on carbon emissions in ASEAN-5: Evidence from panel quantile regression," Economic Modelling, Elsevier, vol. 58(C), pages 237-248.
    13. Ofori, Isaac K & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2022. "Foreign Direct Investment and Inclusive Green Growth in Africa: Energy Efficiency Contingencies and Thresholds," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, pages 1-58.
    14. Tomiwa Sunday Adebayo & Dervis Kirikkaleli, 2021. "Impact of renewable energy consumption, globalization, and technological innovation on environmental degradation in Japan: application of wavelet tools," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(11), pages 16057-16082, November.
    15. Sadorsky, Perry, 2011. "Financial development and energy consumption in Central and Eastern European frontier economies," Energy Policy, Elsevier, vol. 39(2), pages 999-1006, February.
    16. Shahbaz, Muhammad & Siddiqui, Aaliyah & Ahmad, Shabbir & Jiao, Zhilun, 2023. "Financial development as a new determinant of energy diversification: The role of natural capital and structural changes in Australia," Energy Economics, Elsevier, vol. 126(C).
    17. Atsu, Francis & Adams, Samuel, 2021. "Energy consumption, finance, and climate change: Does policy uncertainty matter?," Economic Analysis and Policy, Elsevier, vol. 70(C), pages 490-501.
    18. Qamruzzaman, Md & Jianguo, Wei, 2020. "The asymmetric relationship between financial development, trade openness, foreign capital flows, and renewable energy consumption: Fresh evidence from panel NARDL investigation," Renewable Energy, Elsevier, vol. 159(C), pages 827-842.
    19. Boţa-Avram, Cristina & Apostu, Simona Andreea & Ivan, Raluca & Achim, Monica Violeta, 2024. "Exploring the impact of macro-determinant factors on energy resource depletion: Evidence from a worldwide cross-country panel data analysis," Energy Economics, Elsevier, vol. 130(C).
    20. Ofori, Isaac K. & Gbolonyo, Emmanuel Y. & Ojong, Nathanael, 2022. "Foreign Direct Investment and Inclusive Green Growth in Africa: Energy Efficiency Contingencies and Thresholds," MPRA Paper 115379, University Library of Munich, Germany, revised 09 Nov 2022.
    21. Moises Neil V Seriño, 2022. "Energy security through diversification of non-hydro renewable energy sources in developing countries," Energy & Environment, , vol. 33(3), pages 546-561, May.
    22. Stirling, Andy, 2010. "Multicriteria diversity analysis: A novel heuristic framework for appraising energy portfolios," Energy Policy, Elsevier, vol. 38(4), pages 1622-1634, April.
    23. Isaac Appiah-Otoo, 2021. "Impact of Economic Policy Uncertainty on Renewable Energy Growth," Energy RESEARCH LETTERS, Asia-Pacific Applied Economics Association, vol. 2(1), pages 1-5.
    24. Mohan Munasinghe, 2002. "The sustainomics trans-disciplinary meta-framework for making development more sustainable: applications to energy issues," International Journal of Sustainable Development, Inderscience Enterprises Ltd, vol. 5(1/2), pages 125-182.
    25. Isaac K. Ofori & Emmanuel Y. Gbolonyo & Nathanael Ojong, 2022. "Foreign Direct Investment and Inclusive Green Growth in Africa: Energy Efficiency Contingencies and Thresholds," Working Papers of the African Governance and Development Institute. 22/089, African Governance and Development Institute..
    26. Nibedita, B. & Irfan, M., 2024. "Energy mix diversification in emerging economies: An econometric analysis of determinants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wei, Xun & Pal, Shreya & Mahalik, Mantu Kumar & Liu, Weibai, 2024. "The role of energy efficiency in income inequality dynamics in developing Asia: Evidence from artificial neural networks," Energy Economics, Elsevier, vol. 136(C).
    2. Qamruzzaman, Md & Karim, Salma & Jahan, Ishrat, 2022. "Nexus between economic policy uncertainty, foreign direct investment, government debt and renewable energy consumption in 13 top oil importing nations: Evidence from the symmetric and asymmetric inves," Renewable Energy, Elsevier, vol. 195(C), pages 121-136.
    3. Shinwari, Riazullah & Wang, Yangjie & Gozgor, Giray & Mousavi, Mahdi, 2024. "Does FDI affect energy consumption in the belt and road initiative economies? The role of green technologies," Energy Economics, Elsevier, vol. 132(C).
    4. Zhao, Qian & Wang, Lu & Stan, Sebastian-Emanuel & Mirza, Nawazish, 2024. "Can artificial intelligence help accelerate the transition to renewable energy?," Energy Economics, Elsevier, vol. 134(C).
    5. Taimoor Arif Kiani & Samina Sabir & Unbreen Qayyum & Sohail Anjum, 2023. "Estimating the effect of technological innovations on environmental degradation: empirical evidence from selected ASEAN and SAARC countries," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(7), pages 6529-6550, July.
    6. Talan, Amogh & Rao, Amar & Sharma, Gagan Deep & Apostu, Simona-Andreea & Abbas, Shujaat, 2023. "Transition towards clean energy consumption in G7: Can financial sector, ICT and democracy help?," Resources Policy, Elsevier, vol. 82(C).
    7. Xie, Peijun & Jamaani, Fouad, 2022. "Does green innovation, energy productivity and environmental taxes limit carbon emissions in developed economies: Implications for sustainable development," Structural Change and Economic Dynamics, Elsevier, vol. 63(C), pages 66-78.
    8. Qin, Meng & Hu, Wei & Qi, Xinzhou & Chang, Tsangyao, 2024. "Do the benefits outweigh the disadvantages? Exploring the role of artificial intelligence in renewable energy," Energy Economics, Elsevier, vol. 131(C).
    9. Shahbaz, Muhammad & Nasir, Muhammad Ali & Roubaud, David, 2018. "Environmental degradation in France: The effects of FDI, financial development, and energy innovations," Energy Economics, Elsevier, vol. 74(C), pages 843-857.
    10. Ye, Tuo & Zhao, Songyu & Lau, Chi Keung Marco & Chau, Frankie, 2024. "Social media sentiment of hydrogen fuel cell vehicles in China: Evidence from artificial intelligence algorithms," Energy Economics, Elsevier, vol. 133(C).
    11. Zhexuan Qin & Ilhan Ozturk, 2021. "Renewable and Non-Renewable Energy Consumption in BRICS: Assessing the Dynamic Linkage between Foreign Capital Inflows and Energy Consumption," Energies, MDPI, vol. 14(10), pages 1-17, May.
    12. Chen, Yan & Zhang, Ruiqian & Lyu, Jiayi & Hou, Yuqi, 2024. "AI and Nuclear: A perfect intersection of danger and potential?," Energy Economics, Elsevier, vol. 133(C).
    13. Nihal Ahmed & Adnan Ahmed Sheikh & Farhan Mahboob & Muhammad Sibt e Ali & Elżbieta Jasińska & Michał Jasiński & Zbigniew Leonowicz & Alessandro Burgio, 2022. "Energy Diversification: A Friend or Foe to Economic Growth in Nordic Countries? A Novel Energy Diversification Approach," Energies, MDPI, vol. 15(15), pages 1-15, July.
    14. Ulaş Ünlü & Furkan Yıldırım & Ayhan Kuloğlu & Ersan Ersoy & Emin Hüseyin Çetenak, 2022. "Nexus between Renewable Energy, Credit Gap Risk, Financial Development and R&D Expenditure: Panel ARDL Approach," Sustainability, MDPI, vol. 14(23), pages 1-19, December.
    15. Mohammed Musah, 2023. "Stock market development and environmental quality in EU member countries: a dynamic heterogeneous approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(10), pages 11153-11187, October.
    16. Jiao, Anqi & Lu, Juntai & Ren, Honglin & Wei, Jia, 2024. "The role of AI capabilities in environmental management: Evidence from USA firms," Energy Economics, Elsevier, vol. 134(C).
    17. Chu, Lan Khanh & Ghosh, Sudeshna & Doğan, Buhari & Nguyen, Nam Hoai & Shahbaz, Muhammad, 2023. "Energy security as new determinant of renewable energy: The role of economic complexity in top energy users," Energy, Elsevier, vol. 263(PC).
    18. Zhong, Yufei & Chen, Xuesheng & Wang, Zhixian & Lin, Regina Fang-Ying, 2024. "The nexus among artificial intelligence, supply chain and energy sustainability: A time-varying analysis," Energy Economics, Elsevier, vol. 132(C).
    19. Chishti, Muhammad Zubair & Xia, Xiqiang & Dogan, Eyup, 2024. "Understanding the effects of artificial intelligence on energy transition: The moderating role of Paris Agreement," Energy Economics, Elsevier, vol. 131(C).
    20. Irfan Ullah Munir & Shen Yue & Abdelmohsen A. Nassani & Muhammad Moinuddin Qazi Abro & Shabir Hyder & Khalid Zaman, 2021. "Structural changes, financial and business regulatory measures, energy and tourism demand: Evidence from group of seven countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 2198-2218, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:eneeco:v:136:y:2024:i:c:s0140988324004432. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.