IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i11p4338-d1398836.html

Financing and Management Strategies for Expanding Green Development Projects: A Case Study of Energy Corporation in China’s Renewable Energy Sector Using Machine Learning (ML) Modeling

Author

Listed:
  • Chen Han

    (School of Law, Nanjing Normal University, Nanjing 210023, China)

  • Lu Yang

    (School of Economics, Xi’an University of Finance and Economics, Xi’an 710100, China)

Abstract

This study investigates potential financing and management strategies that the Energy Corporation, a Chinese renewable energy company, could adopt in order to expand its green development projects. While China has made significant advancements in renewable energy, its heavy reliance on fossil fuels necessitates a shift towards a more sustainable energy system. To analyze the factors driving and impeding sustainability, this article provides an overview of China’s energy sector and policies. Through case studies of the Energy Corporation and other prominent renewable energy companies, the study showcases a range of demonstration projects, financing models, and management technologies that have the potential to accelerate the growth of sustainable initiatives. Recommendations from expert interviews are also provided, covering areas such as optimizing investment, monitoring distributed assets, and balancing social and environmental impacts. The results show that the Energy Corporation can effectively develop wind, solar, and energy efficiency projects nationwide by leveraging partnerships, utilizing green bonds, employing big data platforms, and engaging stakeholders, while also setting sustainability benchmarks. With a strategic approach, Energy Corporation aims to invest USD 1 billion over the next five years, targeting a renewable energy capacity of 5000 MW and a 20% reduction in CO 2 emissions. Achieving these goals would position Chinese companies as global leaders in the transition to renewable energy. The study also utilized an artificial neural network (ANN) to analyze the impact of increasing green jobs and renewable energy capacities on CO 2 emission reduction and economic growth. The results indicate that green jobs have a more significant effect on reducing CO 2 emissions compared to renewable energy capacities. When green jobs increased while energy capacities remained constant, substantial CO 2 reductions were observed, but the economic growth was only 1%. However, when there was a moderate increase in jobs alongside a four-fold increase in renewable energy capacities, economic growth reached 4%. The neural network’s prediction errors were deemed acceptable based on linear regression analysis and experimental results.

Suggested Citation

  • Chen Han & Lu Yang, 2024. "Financing and Management Strategies for Expanding Green Development Projects: A Case Study of Energy Corporation in China’s Renewable Energy Sector Using Machine Learning (ML) Modeling," Sustainability, MDPI, vol. 16(11), pages 1-33, May.
  • Handle: RePEc:gam:jsusta:v:16:y:2024:i:11:p:4338-:d:1398836
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/11/4338/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/16/11/4338/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ma, Mengjuan & Zhu, Xiao & Liu, Meishan & Huang, Xiaodong, 2023. "Combining the role of green finance and environmental sustainability on green economic growth: Evidence from G-20 economies," Renewable Energy, Elsevier, vol. 207(C), pages 128-136.
    2. Huang, Shi-Zheng, 2022. "Do green financing and industrial structure matter for green economic recovery? Fresh empirical insights from Vietnam," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 61-73.
    3. Hepei Li & Chen Chen & Muhammad Umair, 2023. "Green Finance, Enterprise Energy Efficiency, and Green Total Factor Productivity: Evidence from China," Sustainability, MDPI, vol. 15(14), pages 1-14, July.
    4. Ibrahim, Ridwan Lanre & Al-mulali, Usama & Ozturk, Ilhan & Bello, Ajide Kazeem & Raimi, Lukman, 2022. "On the criticality of renewable energy to sustainable development: Do green financial development, technological innovation, and economic complexity matter for China?," Renewable Energy, Elsevier, vol. 199(C), pages 262-277.
    5. Kui Wang & Yang Hu & Jing Zhou & Feng Hu, 2023. "Fintech, Financial Constraints and OFDI: Evidence from China," Global Economic Review, Taylor & Francis Journals, vol. 52(4), pages 326-345, October.
    6. Lisha, Liu & Mousa, Saeed & Arnone, Gioia & Muda, Iskandar & Huerta-Soto, Rosario & Shiming, Zhai, 2023. "Natural resources, green innovation, fintech, and sustainability: A fresh insight from BRICS," Resources Policy, Elsevier, vol. 80(C).
    7. Fang, Zhen, 2023. "Assessing the impact of renewable energy investment, green technology innovation, and industrialization on sustainable development: A case study of China," Renewable Energy, Elsevier, vol. 205(C), pages 772-782.
    8. Chang, Lei & Qian, Chong & Dilanchiev, Azer, 2022. "Nexus between financial development and renewable energy: Empirical evidence from nonlinear autoregression distributed lag," Renewable Energy, Elsevier, vol. 193(C), pages 475-483.
    9. Xuan Liu & Chunwu Zhu & Minghui Kong & Lirong Yin & Wenfeng Zheng, 2024. "The Value of Political Connections of Developers in Residential Land Leasing: Case of Chengdu, China," SAGE Open, , vol. 14(2), pages 21582440241, April.
    10. Zhao, Shuang & Zhang, Liqun & Peng, Lin & Zhou, Haiyan & Hu, Feng, 2024. "Enterprise pollution reduction through digital transformation? Evidence from Chinese manufacturing enterprises," Technology in Society, Elsevier, vol. 77(C).
    11. Pang, Lidong & Zhu, Meng Nan & Yu, Haiyan, 2022. "Is green finance really a blessing for green technology and carbon efficiency?," Energy Economics, Elsevier, vol. 114(C).
    12. Raihan, Asif & Pavel, Monirul Islam & Muhtasim, Dewan Ahmed & Farhana, Sadia & Faruk, Omar & Paul, Arindrajit, 2023. "The role of renewable energy use, technological innovation, and forest cover toward green development: Evidence from Indonesia," Innovation and Green Development, Elsevier, vol. 2(1).
    13. Jun Zhao & Farhad Taghizadeh-Hesary & Kangyin Dong & Xiucheng Dong, 2023. "How green growth affects carbon emissions in China: the role of green finance," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 36(1), pages 2090-2111, March.
    14. Xiong, Yuyu & Dai, Li, 2023. "Does green finance investment impact on sustainable development: Role of technological innovation and renewable energy," Renewable Energy, Elsevier, vol. 214(C), pages 342-349.
    15. Sun, Lingyun & Yin, Jiemin & Bilal, Ahmad Raza, 2023. "Green financing and wind power energy generation: Empirical insights from China," Renewable Energy, Elsevier, vol. 206(C), pages 820-827.
    16. Chen, Kun & Bian, Rui, 2023. "Green financing and renewable resources for China's sustainable growth: Assessing macroeconomic industry impact," Resources Policy, Elsevier, vol. 85(PA).
    17. Abdulrasheed Zakari & Bahareh Oryani & Rafael Alvarado & Kadir Mumini, 2023. "Assessing the impact of green energy and finance on environmental performance in China and Japan," Economic Change and Restructuring, Springer, vol. 56(2), pages 1185-1199, April.
    18. Xu, Bin, 2023. "Exploring the sustainable growth pathway of wind power in China: Using the semiparametric regression model," Energy Policy, Elsevier, vol. 183(C).
    19. Sun, Gebing & Li, Guozhi & Dilanchiev, Azer & Kazimova, Asli, 2023. "Promotion of green financing: Role of renewable energy and energy transition in China," Renewable Energy, Elsevier, vol. 210(C), pages 769-775.
    20. 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.
    21. Muhammad Ramzan & Ummara Razi & Muhammad Umer Quddoos & Tomiwa Sunday Adebayo, 2023. "Do green innovation and financial globalization contribute to the ecological sustainability and energy transition in the United Kingdom? Policy insights from a bootstrap rolling window approach," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(1), pages 393-414, February.
    22. Wang, Shuguang & Sun, Luang & Iqbal, Sajid, 2022. "Green financing role on renewable energy dependence and energy transition in E7 economies," Renewable Energy, Elsevier, vol. 200(C), pages 1561-1572.
    23. Metawa, Noura & Dogan, Eyup & Taskin, Dilvin, 2022. "Analyzing the nexus of green economy, clean and financial technology," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 385-396.
    24. Razzaq, Asif & Sharif, Arshian & Ozturk, Ilhan & Skare, Marinko, 2023. "Asymmetric influence of digital finance, and renewable energy technology innovation on green growth in China," Renewable Energy, Elsevier, vol. 202(C), pages 310-319.
    25. Asif Raihan & Mamunur Rashid & Liton Chandra Voumik & Salma Akter & Miguel Angel Esquivias, 2023. "The Dynamic Impacts of Economic Growth, Financial Globalization, Fossil Fuel, Renewable Energy, and Urbanization on Load Capacity Factor in Mexico," Sustainability, MDPI, vol. 15(18), pages 1-21, September.
    26. Dong, Chunlong & Wu, Hao & Zhou, Jianwen & Lin, Huifang & Chang, Lei, 2023. "Role of renewable energy investment and geopolitical risk in green finance development: Empirical evidence from BRICS countries," Renewable Energy, Elsevier, vol. 207(C), pages 234-241.
    27. Pin Wang & Linlin Xie & Gege Zhu & Yu Guan, 2023. "Corporate Tax Integrity and Financial Constraints: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(3), pages 906-920, February.
    28. Zhang, Dongyang & Mohsin, Muhammad & Taghizadeh-Hesary, Farhad, 2022. "Does green finance counteract the climate change mitigation: Asymmetric effect of renewable energy investment and R&D," Energy Economics, Elsevier, vol. 113(C).
    29. Li, Baolin & Wang, Jia & Nassani, Abdelmohsen A. & Binsaeed, Rima H. & Li, Zeyun, 2023. "The future of Green energy: A panel study on the role of renewable resources in the transition to a Green economy," Energy Economics, Elsevier, vol. 127(PB).
    30. Stephen Hammer & Lamia Kamal-Chaoui & Alexis Robert & Marissa Plouin, 2011. "Cities and Green Growth: A Conceptual Framework," OECD Regional Development Working Papers 2011/8, OECD Publishing.
    31. Li, ChangZheng & Razzaq, Asif & Ozturk, Ilhan & Sharif, Arshian, 2023. "Natural resources, financial technologies, and digitalization: The role of institutional quality and human capital in selected OECD economies," Resources Policy, Elsevier, vol. 81(C).
    32. Muhammad Farhan Bashir & Benjiang MA & Muhammad Shahbaz & Zhilun Jiao, 2020. "The nexus between environmental tax and carbon emissions with the roles of environmental technology and financial development," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-20, November.
    33. Ding, Xiuying & Liu, Xuemei, 2023. "Renewable energy development and transportation infrastructure matters for green economic growth? Empirical evidence from China," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 634-646.
    34. Zhang, Ling & Berk Saydaliev, Hayot & Ma, Xiaoyu, 2022. "Does green finance investment and technological innovation improve renewable energy efficiency and sustainable development goals," Renewable Energy, Elsevier, vol. 193(C), pages 991-1000.
    35. Zhang, Hongsheng & Xiong, Peizhi & Yang, Shangzhao & Yu, Jinna, 2023. "Renewable energy utilization, green finance and agricultural land expansion in China," Resources Policy, Elsevier, vol. 80(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yuyan Luo & Huilin Li & Ziwei Yang & Marinko Škare & Yong Qin, 2025. "Configurations of factors driving green entrepreneurship success," International Entrepreneurship and Management Journal, Springer, vol. 21(1), pages 1-32, December.
    2. Kurbanova Karlygash Abdullayevna & Nurmagambetova Azhar Zeynullayevna & Nurgaliyeva Aliya Miyazhdenovna & Dinçer Hasan & Yüksel Serhat & Sigayev Yerbol Abdrakhmanuly, 2025. "Balanced Scorecard-Based Project Priorities of Sustainable Energy Financing Via Artificial Intelligence-Enhanced Hybrid Quantum Decision-Making Modeling," Studia Universitatis „Vasile Goldis” Arad – Economics Series, Sciendo, vol. 35(2), pages 113-139.
    3. Richard Arhinful & Hayford Asare Obeng & Leviticus Mensah & Comfort Constance Mensah, 2025. "Signaling Sustainability: The Impact of Sustainable Finance on Dividend Policy Among Firms Listed on the London Stock Exchange," Business Strategy and the Environment, Wiley Blackwell, vol. 34(7), pages 8001-8019, November.

    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. Siti Nurain Muhmad & Sadia Cheema & Akmalia Mohamad Ariff & Nik Fadhilah Nik Him & Siti Nasuha Muhmad, 2024. "Systematic literature review and bibliometric analysis of green finance and renewable energy development," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(6), pages 7342-7355, December.
    2. Lin Wang & Yugang He & Renhong Wu, 2024. "Digitization Meets Energy Transition: Shaping the Future of Environmental Sustainability," Energies, MDPI, vol. 17(4), pages 1-25, February.
    3. Li, Wenxue & Liu, Fei, 2023. "Financing green resource generation in sub-saharan Africa: Does financial integration matter?," Resources Policy, Elsevier, vol. 85(PB).
    4. Dunbar, Kwamie & Treku, Daniel N., 2025. "Do energy transition investment flows aid climate commitments?," Energy Economics, Elsevier, vol. 142(C).
    5. Taghizadeh-Hesary, Farhad & Dong, Kangyin & Zhao, Congyu & Phoumin, Han, 2023. "Can financial and economic means accelerate renewable energy growth in the climate change era? The case of China," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 730-743.
    6. Liu, Xiaorui & Guo, Wen, 2025. "Dynamic impact of green finance on renewable energy development: Based on scale, structure, and efficiency perspectives," Renewable Energy, Elsevier, vol. 238(C).
    7. Omri, Henda & Jarraya, Bilel & Kahia, Montassar, 2025. "Green finance for achieving environmental sustainability in G7 countries: Effects and transmission channels," Research in International Business and Finance, Elsevier, vol. 74(C).
    8. Zhang, Dongyang & Guo, Yumei & Taghizadeh-Hesary, Farhad, 2023. "Green finance and energy transition to achieve net-zero emission target," Energy Economics, Elsevier, vol. 126(C).
    9. Feng, Xinzhen & Zhou, Dequn & Hussain, Tufail, 2024. "An investigation of fintech governance, natural resources and government stability on sustainability: Policy suggestions under the SDGs theme," Resources Policy, Elsevier, vol. 96(C).
    10. Bai, Rui & Lin, Boqiang, 2023. "Nexus between green finance development and green technological innovation: A potential way to achieve the renewable energy transition," Renewable Energy, Elsevier, vol. 218(C).
    11. Wen Liu & Muhammad Waqas, 2024. "Green Innovation at the Crossroads of Financial Development, Resource Depletion, and Urbanization: Paving the Way to a Sustainable Future from the Perspective of an MM-QR Approach," Sustainability, MDPI, vol. 16(16), pages 1-34, August.
    12. Khan, Muhammad Tufail & Imran, Muhammad, 2023. "Unveiling the Carbon Footprint of Europe and Central Asia: Insights into the Impact of Key Factors on CO2 Emissions," MPRA Paper 116484, University Library of Munich, Germany, revised 22 Feb 2023.
    13. Chen, Dongyan, 2026. "Evaluating the role of renewable energy investments in CO2E reduction: Analysis through linear, non-linear and ordinary least square model," Renewable Energy, Elsevier, vol. 257(C).
    14. Guo, Lixing & Kuang, Zengjie, 2025. "How does digitalization of the supply chain accelerate the sustainable development of listed companies in the new energy sector?," International Review of Economics & Finance, Elsevier, vol. 103(C).
    15. Sinan Erdogan & Guray Akalin & Daniel Balsalobre‐Lorente, 2025. "Paving the Road for Sustainable Development in Nordic Countries: Do Green Investments Make Difference?," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(4), pages 5504-5517, August.
    16. Yan, Xiang & Yang, Chao & Zhang, Renfang, 2023. "How does green finance derive the resource efficiency and decarbonization of the economy?," Resources Policy, Elsevier, vol. 85(PB).
    17. Anis Omri & Fadhila Hamza & Noura Alkahtani, 2025. "When Do Innovation and Renewable Energy Transition Drive Environmental Sustainability?," Sustainability, MDPI, vol. 17(15), pages 1-26, July.
    18. Chi-Wei Su & Yu-Mei Ding & Kai-Hua Wang, 2025. "The dynamic connectedness in the carbon-clean energy-climate policy-green finance-innovation system," Economic Change and Restructuring, Springer, vol. 58(4), pages 1-38, August.
    19. Chu, Lan Khanh, 2024. "Towards achieving energy transition goal: How do green financial policy, environmental tax, economic complexity, and globalization matter?," Renewable Energy, Elsevier, vol. 222(C).
    20. Muhammad, Sulaman & Hoffmann, Christin, 2024. "From investment to impact: The role of green finance and technological innovation on German energy transition," Renewable Energy, Elsevier, vol. 237(PB).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:gam:jsusta:v:16:y:2024:i:11:p:4338-:d:1398836. 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: MDPI Indexing Manager The email address of this maintainer does not seem to be valid anymore. Please ask MDPI Indexing Manager to update the entry or send us the correct address (email available below). General contact details of provider: https://www.mdpi.com .

    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.