IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v238y2025ics0960148124019220.html
   My bibliography  Save this article

Dynamic impact of green finance on renewable energy development: Based on scale, structure, and efficiency perspectives

Author

Listed:
  • Liu, Xiaorui
  • Guo, Wen

Abstract

Utilizing China's provincial panel data from 2003 to 2021, this paper employs a dynamic panel quantile regression model and mediating test model to investigate the dynamic evolution characteristics, type heterogeneity, and mechanism of green finance (GF) driving renewable energy development (RED) in China, considering the scale, structure, and efficiency of GF. The findings of this study are as follows. While the scale, structure, and efficiency of GF all contribute to the promotion of RED, the impact of green financial structure is particularly significant. As renewable energy continues to develop, the impact of green financial scale and green financial structure gradually diminishes, while the effect of green financial efficiency increases. In comparison to hydropower and solar power, GF has the strongest promotion effect on wind power, and the marginal effect of green financial scale and green financial structure on wind power follows a U-shaped trajectory. The driving of GF on RED is mainly through direct effect, supplemented by indirect effect. In the mechanism by which GF impacts RED, the channels associated with green attributes are relatively smooth. Based on these research conclusions, this paper offers policy recommendations aimed at enhancing RED through GF from perspectives encompassing scale, structure, and efficiency.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:renene:v:238:y:2025:i:c:s0960148124019220
    DOI: 10.1016/j.renene.2024.121854
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148124019220
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2024.121854?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. Bilal, Muhammad Junaid & Shaheen, Wasim Abbas, 2024. "Towards sustainable development: Investigating the effect of green financial indicators on renewable energy via the mediating variable," Renewable Energy, Elsevier, vol. 221(C).
    2. Zhang, Ge & Guo, Bingnan & Lin, Ji, 2023. "The impact of green finance on enterprise investment and financing," Finance Research Letters, Elsevier, vol. 58(PD).
    3. Liu, Haiying & Liu, Zexiao & Zhang, Chunhong & Li, Tianyu, 2023. "Transformational insurance and green credit incentive policies as financial mechanisms for green energy transitions and low-carbon economic development," Energy Economics, Elsevier, vol. 126(C).
    4. Sun, Yunpeng & Gao, Pengpeng & Razzaq, Asif, 2023. "How does fiscal decentralization lead to renewable energy transition and a sustainable environment? Evidence from highly decentralized economies," Renewable Energy, Elsevier, vol. 206(C), pages 1064-1074.
    5. 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.
    6. Lee, Chien-Chiang & Wang, Fuhao & Chang, Yu-Fang, 2023. "Does green finance promote renewable energy? Evidence from China," Resources Policy, Elsevier, vol. 82(C).
    7. Umer Shahzad & Mahdi Ghaemi Asl & Rabeh Khalfaoui & Marco Tedeschi, 2024. "Extreme contributions of conventional investments vis-à-vis Islamic ones to renewables," Post-Print hal-04350739, HAL.
    8. Sinha, Avik & Ghosh, Vinit & Hussain, Nazim & Nguyen, Duc Khuong & Das, Narasingha, 2023. "Green financing of renewable energy generation: Capturing the role of exogenous moderation for ensuring sustainable development," Energy Economics, Elsevier, vol. 126(C).
    9. Mirza, Nawazish & Afzal, Ayesha & Umar, Muhammad & Skare, Marinko, 2023. "The impact of green lending on banking performance: Evidence from SME credit portfolios in the BRIC," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 843-850.
    10. Luo, Sumei & Yu, Shenghui & Zhou, Guangyou, 2021. "Does green credit improve the core competence of commercial banks? Based on quasi-natural experiments in China," Energy Economics, Elsevier, vol. 100(C).
    11. Cheng, Xuanmei & Yan, Chengnuo & Ye, Kaite & Chen, Kanxiang, 2024. "Enhancing resource efficiency through the utilization of the green bond market: An empirical analysis of Asian economies," Resources Policy, Elsevier, vol. 89(C).
    12. Liang, Zhidong & Yang, Xiao, 2024. "The impact of green finance on the peer effect of corporate ESG information disclosure," Finance Research Letters, Elsevier, vol. 62(PA).
    13. 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.
    14. Zhang, Guowei, 2023. "The heterogeneous role of green finance on industrial structure upgrading - Based on spatial spillover perspective," Finance Research Letters, Elsevier, vol. 58(PC).
    15. Wang, Qunwei & Fan, Zining, 2023. "Green finance and investment behavior of renewable energy enterprises: A case study of China," International Review of Financial Analysis, Elsevier, vol. 87(C).
    16. Wei, Na, 2024. "Green finance, market integration, and regional economic resilience," Finance Research Letters, Elsevier, vol. 67(PA).
    17. Li, Yuantian & Xu, Yingming, 2024. "Impact of green finance on China's pollution reduction and carbon efficiency: Based on the spatial panel model," International Review of Economics & Finance, Elsevier, vol. 94(C).
    18. Zhou, Zhiyi & Tong, Jing & Lu, Haoyang & Luo, Shouyi, 2024. "The impact of green finance and technology on the commercial banks’ profit and risk," Finance Research Letters, Elsevier, vol. 66(C).
    19. Zhang, Jinlong & Wu, Mingyue & Chen, Tingwei & Gao, Bin, 2024. "Green credit, financing constraints, and corporate investment: From the perspectives of scale and efficiency," The North American Journal of Economics and Finance, Elsevier, vol. 73(C).
    20. Shahzad, Umer & Ghaemi Asl, Mahdi & Khalfaoui, Rabeh & Tedeschi, Marco, 2024. "Extreme contributions of conventional investments vis-à-vis Islamic ones to renewables," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
    21. Elie, Luc & Granier, Caroline & Rigot, Sandra, 2021. "The different types of renewable energy finance: A Bibliometric analysis," Energy Economics, Elsevier, vol. 93(C).
    22. Dikau, Simon & Volz, Ulrich, 2021. "Central bank mandates, sustainability objectives and the promotion of green finance," Ecological Economics, Elsevier, vol. 184(C).
    23. Lai, Aolin & Wang, Qunwei, 2024. "How coal de-capacity policy affects renewable energy development efficiency? Evidence from China," Energy, Elsevier, vol. 286(C).
    24. Dossou, Toyo Amègnonna Marcel & Ndomandji Kambaye, Emmanuelle & Asongu, Simplice A. & Alinsato, Alastaire Sèna & Berhe, Mesfin Welderufael & Dossou, Kouessi Pascal, 2023. "Foreign direct investment and renewable energy development in sub-saharan Africa: Does governance quality matter?," Renewable Energy, Elsevier, vol. 219(P1).
    25. Karen E. Dynan, 2000. "Habit Formation in Consumer Preferences: Evidence from Panel Data," American Economic Review, American Economic Association, vol. 90(3), pages 391-406, June.
    26. Overland, Indra & Juraev, Javlon & Vakulchuk, Roman, 2022. "Are renewable energy sources more evenly distributed than fossil fuels?," Renewable Energy, Elsevier, vol. 200(C), pages 379-386.
    27. Hasan, Mohammad Maruf & Du, Fang, 2023. "Nexus between green financial development, green technological innovation and environmental regulation in China," Renewable Energy, Elsevier, vol. 204(C), pages 218-228.
    28. Zastempowski, Maciej, 2023. "Analysis and modeling of innovation factors to replace fossil fuels with renewable energy sources - Evidence from European Union enterprises," Renewable and Sustainable Energy Reviews, Elsevier, vol. 178(C).
    29. Bhatnagar, S. & Sharma, D., 2022. "Evolution of green finance and its enablers: A bibliometric analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 162(C).
    30. Benavides-Franco, Julián & Gómez, Juan M. & Pérez-Uribe, Miguel A., 2023. "Determinants of Project Finance success for renewable energy," Renewable Energy, Elsevier, vol. 211(C), pages 188-201.
    31. Lee, Chi-Chuan & Song, Hepeng & An, Jiafu, 2024. "The impact of green finance on energy transition: Does climate risk matter?," Energy Economics, Elsevier, vol. 129(C).
    32. Ma, Yu & Wang, Yutian & Zhou, Xiangjun, 2024. "The impact of green finance on the development of the non-hydro renewable energy industry: An empirical study based on data from 30 provinces in China," Renewable Energy, Elsevier, vol. 227(C).
    33. Galvao Jr., Antonio F., 2011. "Quantile regression for dynamic panel data with fixed effects," Journal of Econometrics, Elsevier, vol. 164(1), pages 142-157, September.
    34. Ma, Binfeng & Wang, Xiaofang, 2023. "How does green floating bond and financial sector readiness promote green economic growth evidence from China," Resources Policy, Elsevier, vol. 85(PB).
    35. Yan, Juan & Haroon, Muhammad, 2023. "Financing efficiency in natural resource markets mobilizing private and public capital for a green recovery," Resources Policy, Elsevier, vol. 85(PB).
    36. Jin, Yi & Gao, Xiaoyan & Wang, Min, 2021. "The financing efficiency of listed energy conservation and environmental protection firms: Evidence and implications for green finance in China," Energy Policy, Elsevier, vol. 153(C).
    37. He, Lingyun & Liu, Rongyan & Zhong, Zhangqi & Wang, Deqing & Xia, Yufei, 2019. "Can green financial development promote renewable energy investment efficiency? A consideration of bank credit," Renewable Energy, Elsevier, vol. 143(C), pages 974-984.
    38. Chun, Dohyun & Cho, Hoon & Kim, Jihun, 2022. "The relationship between carbon-intensive fuel and renewable energy stock prices under the emissions trading system," Energy Economics, Elsevier, vol. 114(C).
    39. Wang, Qiang & Hu, Sailan & Ge, Yunfei & Li, Rongrong, 2023. "Impact of eco-innovation and financial efficiency on renewable energy – Evidence from OECD countries," Renewable Energy, Elsevier, vol. 217(C).
    40. Fang, Guochang & Chen, Gang & Yang, Kun & Yin, Weijun & Tian, Lixin, 2024. "How does green fiscal expenditure promote green total factor energy efficiency? — Evidence from Chinese 254 cities," Applied Energy, Elsevier, vol. 353(PA).
    41. Cao, Xiao & Jin, Cheng & Ma, Wenjie, 2021. "Motivation of Chinese commercial banks to issue green bonds: Financing costs or regulatory arbitrage?," China Economic Review, Elsevier, vol. 66(C).
    42. Horky, Florian & Fidrmuc, Jarko, 2024. "Financial development and renewable energy adoption in EU and ASEAN countries," Energy Economics, Elsevier, vol. 131(C).
    43. 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.
    44. Cao, Zhenzi & Tao, Ling, 2023. "Green finance and economic resilience: Investigating the nexus with natural resources through econometric analysis," Economic Analysis and Policy, Elsevier, vol. 80(C), pages 929-940.
    45. Appiah-Otoo, Isaac & Chen, Xudong & Ampah, Jeffrey Dankwa, 2023. "Does financial structure affect renewable energy consumption? Evidence from G20 countries," Energy, Elsevier, vol. 272(C).
    46. Abbasi, Kashif Raza & Shahbaz, Muhammad & Zhang, Jinjun & Irfan, Muhammad & Alvarado, Rafael, 2022. "Analyze the environmental sustainability factors of China: The role of fossil fuel energy and renewable energy," Renewable Energy, Elsevier, vol. 187(C), pages 390-402.
    47. Yan, Min & Gong, Xinshu, 2024. "Impact of green credit on green finance and corporate emissions reduction," Finance Research Letters, Elsevier, vol. 60(C).
    48. Trivedi, Jatin & Chakraborty, Dipanwita & Nobanee, Haitham, 2023. "Modelling the growth dynamics of sustainable renewable energy – Flourishing green financing," Energy Policy, Elsevier, vol. 183(C).
    49. Zhou, Bo & Zhang, Cheng, 2023. "When green finance meets banking competition: Evidence from hard-to-abate enterprises of China," Pacific-Basin Finance Journal, Elsevier, vol. 78(C).
    50. 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.
    51. Chen, Yu & Zhang, Yujiao & Wang, Mingshan, 2024. "Green credit, financial regulation and corporate green innovation: Evidence from China," Finance Research Letters, Elsevier, vol. 59(C).
    52. Zhang, Dayong & Zhang, Zhiwei & Managi, Shunsuke, 2019. "A bibliometric analysis on green finance: Current status, development, and future directions," Finance Research Letters, Elsevier, vol. 29(C), pages 425-430.
    53. Alharbi, Samar S. & Al Mamun, Md & Boubaker, Sabri & Rizvi, Syed Kumail Abbas, 2023. "Green finance and renewable energy: A worldwide evidence," Energy Economics, Elsevier, vol. 118(C).
    54. Yi, Hong & Hao, Ling & Liu, Aoran & Zhang, Ziyu, 2023. "Green finance development and resource efficiency: A financial structure perspective," Resources Policy, Elsevier, vol. 85(PA).
    55. Aramendia, Emmanuel & Brockway, Paul E. & Taylor, Peter G. & Norman, Jonathan B., 2024. "Exploring the effects of mineral depletion on renewable energy technologies net energy returns," Energy, Elsevier, vol. 290(C).
    56. Guo, Wen & Yang, Bo & Ji, Jiong & Liu, Xiaorui, 2023. "Green finance development drives renewable energy development: Mechanism analysis and empirical research," Renewable Energy, Elsevier, vol. 215(C).
    57. Sharma, Gagan Deep & Verma, Mahesh & Shahbaz, Muhammad & Gupta, Mansi & Chopra, Ritika, 2022. "Transitioning green finance from theory to practice for renewable energy development," Renewable Energy, Elsevier, vol. 195(C), pages 554-565.
    58. Liu, Fengyun & Yu, Jiaru & Shen, Yifan & He, Lingyun, 2022. "Does the resource-dependent motivation to disclose environmental information impact company financing? Evidence from renewable energy companies of China," Renewable Energy, Elsevier, vol. 181(C), pages 156-166.
    59. Ullah, Atta & Nobanee, Haitham & Ullah, Saif & Iftikhar, Huma, 2024. "Renewable energy transition and regional integration: Energizing the pathway to sustainable development," Energy Policy, Elsevier, vol. 193(C).
    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. Zhou, Fangkezi & Pan, Yinghao & Wu, Jie & Xu, Chengzhen & Li, Xingchen, 2024. "The impact of green finance on renewable energy development efficiency in the context of energy security: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 803-816.
    2. Lin, Tao & Zhang, Ling & Li, Jianglong, 2024. "Coupling and coordinated development of green finance and renewable energy industry in China: Spatiotemporal differentiation and driving factors," Renewable Energy, Elsevier, vol. 235(C).
    3. Chen, Di & Hu, Haiqing & Wang, Ning & Chang, Chun-Ping, 2024. "The impact of green finance on transformation to green energy: Evidence from industrial enterprises in China," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    4. Zhao, Qian & Qin, Chuan & Ding, Longfei & Cheng, Ying-Yue & Vătavu, Sorana, 2023. "Can green bond improve the investment efficiency of renewable energy?," Energy Economics, Elsevier, vol. 127(PB).
    5. Li, Minyang & Lin, Boqiang, 2024. "Clean energy business expansion and financing availability: The role of government and market," Energy Policy, Elsevier, vol. 191(C).
    6. 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).
    7. 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).
    8. Lee, Chien-Chiang & Li, Jiangnan & Wang, Fuhao, 2024. "The role of green finance in the construction of new energy system: Evidence from China," Energy Economics, Elsevier, vol. 139(C).
    9. Sultanuzzaman, Md Reza & Yahya, Farzan & Lee, Chien-Chiang, 2024. "Exploring the complex interplay of green finance, business cycles, and energy development," Energy, Elsevier, vol. 306(C).
    10. Fu, Tong & Li, Zijun & Qiu, Zhaoxuan & Tong, Xinle, 2024. "The policy gap between finance and economy: Evidence from China's green finance policy," Energy Economics, Elsevier, vol. 134(C).
    11. Qadri, Hussain Mohi ud Din & Ali, Hassnian & Abideen, Zain ul & Jafar, Ahmad, 2024. "Mapping the Evolution of Green Finance Research and Development in Emerging Green Economies," Resources Policy, Elsevier, vol. 91(C).
    12. Borojo, Dinkneh Gebre & Yushi, Jiang & Gong, Xueting & Zhang, Hongyu & Miao, Miao, 2024. "The heterogeneous impacts of climate finance on energy efficiency and renewable energy production in developing countries," Renewable Energy, Elsevier, vol. 236(C).
    13. 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.
    14. Aghilasse Kashi & Mohamed Eskandar Shah, 2023. "Bibliometric Review on Sustainable Finance," Sustainability, MDPI, vol. 15(9), pages 1-30, April.
    15. Lin, Boqiang & Li, Minyang, 2024. "Micro Mechanisms Driving China's Clean Energy Flourish: Business Expansion and Financing," International Review of Financial Analysis, Elsevier, vol. 92(C).
    16. Chishti, Muhammad Zubair & Sinha, Avik & Zaman, Umer & Shahzad, Umer, 2023. "Exploring the dynamic connectedness among energy transition and its drivers: Understanding the moderating role of global geopolitical risk," Energy Economics, Elsevier, vol. 119(C).
    17. Jie Han & Wei Zhang & Cem Işık & Wenju Zhao & Muhammad Anas & Qinglan Zheng & Danxi Xie & Satar Bakhsh, 2024. "Sustainable development pathways: Exploring the impact of green finance on urban metabolic efficiency," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(6), pages 7226-7245, December.
    18. Behera, Puspanjali & Behera, Biswanath & Sethi, Narayan, 2024. "Assessing the impact of fiscal decentralization, green finance and green technology innovation on renewable energy use in European Union countries: What is the moderating role of political risk?," Renewable Energy, Elsevier, vol. 229(C).
    19. Sampene, Agyemang Kwasi & Li, Cai & Wiredu, John, 2024. "An outlook at the switch to renewable energy in emerging economies: The beneficial effect of technological innovation and green finance," Energy Policy, Elsevier, vol. 187(C).
    20. Lee, Chien-Chiang & Wang, Chih-Wei & Liu, Fengyun, 2024. "Does green credit promote the performance of new energy companies and how? The role of R&D investment and financial development," Renewable Energy, Elsevier, vol. 235(C).

    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:renene:v:238:y:2025:i:c:s0960148124019220. 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.journals.elsevier.com/renewable-energy .

    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.