Green finance structure and green total factor productivity of energy firms

Shanglei Chai , Mengjun Cao , Wenjun Chu , Qianqian Zhou

Carbon Footprints ›› 2026, Vol. 5 ›› Issue (2) : 30

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Carbon Footprints ›› 2026, Vol. 5 ›› Issue (2) :30 DOI: 10.20517/cf.2025.111
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Green finance structure and green total factor productivity of energy firms
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Abstract

Advancing the energy sector’s sustainable transformation requires structural optimization of the green financial system. Differentiating between bank- and market-dominated systems, this study categorizes green financial instruments into indirect financing (green credit) and direct financing (green bonds, green stocks, and green funds). It examines pathways to enhance green total factor productivity (GTFP) of energy firms by shifting from credit hegemony to market diversification. The findings indicate that: (1) Green finance significantly promotes GTFP in energy firms; however, the effect of market-dominated direct financing is notably stronger than that of bank-dominated indirect financing, revealing the advantages of market diversification; (2) The positive effect of green credit (indirect financing) is limited to state-owned enterprises and the new energy sector, showing a clear credit preference. In contrast, direct financing mitigates ownership discrimination and benefits all energy firms, especially non-state-owned and new energy companies, demonstrating greater market inclusiveness; (3) Mechanism tests show that green finance enhances GTFP of energy firms by improving green innovation quality and reducing carbon emissions. This study clarifies the logic by which green finance drives transformation of energy firms, providing a scientific basis for policy design that shifts from reliance on a single credit channel toward incentivizing collaboration among diverse market participants.

Keywords

Green finance / structural differences / energy firms / green total factor productivity

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Shanglei Chai, Mengjun Cao, Wenjun Chu, Qianqian Zhou. Green finance structure and green total factor productivity of energy firms. Carbon Footprints, 2026, 5 (2) : 30 DOI:10.20517/cf.2025.111

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References

[1]

Chai S.,Zhou Q.,Ji Q.,Liu Z.,Liu C.,Chu W.. Inhibition or inducement? The impact of carbon emissions trading scheme (ETS) on corporate earnings management from the perspective of public pressure Int. Rev. Financ. Anal. 2025 101 104019

[2]

Zeng A.,Liu Y.,Tan X.,Xiong X.,Xing X.. Uncovering the evolution of the public climate finance policy mix for renewable energy in China Carbon Footprints 2025 4 13

[3]

Zhang H.,Chen Y.. The role of new quality productivity in driving China’s green economic growth Int. Rev. Econ. Financ. 2025 102 104315

[4]

Gu J.. New quality productive forces and rural China’s clean cooking transition: a spatial analysis Energy Policy 2026 208 114908

[5]

Chai S.,Chu W.,Zhang Z.,Li Z.,Abedin M. Z.. Dynamic nonlinear connectedness between the green bonds, clean energy, and stock price: the impact of the COVID-19 pandemic Ann. Oper. Res. 2022 345 1137 64 PMC8731207

[6]

Berdiev U.. Stock market reaction to green bond announcements: the role of firm sustainability Financ. Res. Lett. 2025 86 108295

[7]

Liu M.,Duan H.,Cui H.. Policy incentives and collaborative diffusion of urban green innovation: based on the green credit subsidy policy Econ. Anal. Policy 2025 87 2520 33

[8]

Reboredo J. C.,Ugolini A.,Aiube F. A. L.. Network connectedness of green bonds and asset classes Energy Econ. 2020 86 104629

[9]

Sun G.,Wang J.,Ai Y.. The impact of government green subsidies on stock price crash risk Energy Econ. 2024 134 107573

[10]

Ma L.,Iqbal N.,Bouri E.,Zhang Y.. How good is green finance for green innovation? Evidence from the Chinese high-carbon sector Resour. Policy 2023 85 104047

[11]

Chi G.,Liu Y.,Fang H.,Xiu Y.. Tapping the potential of green finance: can energy efficiency credit drive traditional industries to green? Evidence from China Econ. Anal. Policy 2025 87 1834 53

[12]

Tian C.,Shen X.,Liu Y.. Green finance policies and bank systemic risk: evidence from listed banks in China Financ. Res. Lett. 2025 80 107388

[13]

Marcinkowska M.,Brzeszczyński J.,Charteris A.,Gajdka J.,Obojska L.,Szczygielski J. J.. Sustainability, energy finance and the role of central banks: a review of current insights and future research directions Energy Econ. 2025 144 108084

[14]

Wang H.,Fu J.,Lei X.,Huang W.. Transforming firms for a greener future: the role of green finance in shaping environmental performance in China J. Environ. Manage. 2025 394 127547

[15]

Huang S.,Liu S.,Zhou Q.. Does green finance affect ESG rating divergence? A study based on information disclosure quality Financ. Res. Lett. 2025 86 108626

[16]

He L.,Liu R.,Zhong Z.,Wang D.,Xia Y.. Can green financial development promote renewable energy investment efficiency? A consideration of bank credit Renew. Energy 2019 143 974 84

[17]

Zhang C.,Zhang L.,Liu L.,Du C.. The study of the relationship between green finance and resource efficiency in east asian economies Resour. Policy 2024 89 104658

[18]

Xu X.,Liu Q.. Transformation of innovation in heavily polluting enterprises under resource constraints: the role of green finance policy Int. Rev. Econ. Financ. 2025 103 104524

[19]

Feng C.,Zhong S.,Wang M.. How can green finance promote the transformation of China’s economic growth momentum? A perspective from internal structures of green total-factor productivity Res. Int. Bus. Financ. 2024 70 102356

[20]

Lee C.,Lee C.. How does green finance affect green total factor productivity? Evidence from China Energy Econ. 2022 107 105863

[21]

Yi H.,Hao L.,Liu A.,Zhang Z.. Green finance development and resource efficiency: a financial structure perspective Resour. Policy 2023 85 104068

[22]

Liu X.,Guo W.. Dynamic impact of green finance on renewable energy development: based on scale, structure, and efficiency perspectives Renew. Energy 2025 238 121854

[23]

Li Q.,Lei H.,Yu M.. Green finance, green innovation and carbon intensity Int. Rev. Financ. Anal. 2025 106 104550

[24]

Li R.,Wen S.,Xue S.. Risk as opportunity: the incentive effect of green finance policy on risk-taking of energy firms Energy 2026 344 139811

[25]

Wang J.,Ye B.,He Z.,Pu H.,Su B.,Lu Y.. Does green finance ensure energy security while achieving low-carbon transformation of listed electricity firms? Evidence from China Energy Econ. 2026 153 109092

[26]

Lee C.,Chang Y.,Wang E.. Crossing the rivers by feeling the stones: the effect of China’s green credit policy on manufacturing firms’ carbon emission intensity Energy Econ. 2022 116 106413

[27]

Zhang A.,Deng R.,Wu Y.. Does the green credit policy reduce the carbon emission intensity of heavily polluting industries? Evidence from China’s industrial sectors J. Environ. Manage. 2022 311 114815

[28]

Zhang D.. Does green finance really inhibit extreme hypocritical ESG risk? A greenwashing perspective exploration Energy Econ. 2023 121 106688

[29]

Zhong M.,Niu Z.,Zhu Y.,Li R.. Government green subsidies and corporate ESG greenwashing: evidence from China Econ. Anal. Policy 2025 88 1321 46

[30]

Wang Q.,Fan Z.. Green finance and investment behavior of renewable energy enterprises: a case study of China Int. Rev. Financ. Anal. 2023 87 102564

[31]

Wang S.,Shu W.,Cui L.. Green finance policy and green economic transformation Int. Rev. Financ. Anal. 2024 96 103785

[32]

Hao Y.,Liang J.,Liu K.. Green financial policy reform, financing constraints, and corporate risk-taking Financ. Res. Lett. 2025 86 108504

[33]

Wang T.,Liu X.,Wang H.. Green bonds, financing constraints, and green innovation J. Clean. Prod. 2022 381 135134

[34]

Xiong Y.,Dai L.. Does green finance investment impact on sustainable development: role of technological innovation and renewable energy Renew. Energy 2023 214 342 9

[35]

Liu S.,Li S.. Corporate green bond issuance and high-quality corporate development Financ. Res. Lett. 2024 61 104880

[36]

Guo S.,Zhang Z.. Green credit policy and total factor productivity: evidence from Chinese listed companies Energy Econ. 2023 128 107115

[37]

Li Y.,Yu C.,Shi J.,Liu Y.. How does green bond issuance affect total factor productivity? Evidence from Chinese listed enterprises Energy Econ. 2023 123 106755

[38]

Yue H.,Zhou Z.,Liu H.. How does green finance influence industrial green total factor productivity? Empirical research from China Energy Reports 2024 11 914 24

[39]

Sun F.,Li Y.. The role of combinatorial green finance policies in improving total factor energy efficiency: evidence from Chinese cities J. Clean. Prod. 2025 526 146681

[40]

Meng Y.,Yu J.,Yu Y.,Ren Y.. Impact of green finance on green total factor productivity: new evidence from improved synthetic control methods J. Environ. Manage. 2024 372 123394

[41]

Huang S.,Wang Y.,Li S.,Pan D.. Impact of regional green finance development on green transformation of enterprises Financ. Res. Lett. 2026 92 109412

[42]

Zhu Z.,Hua Q.,Xu S.,Lin W.. The mechanism of green finance in promoting China’s new quality productive forces: technological innovation and data factor Res. Int. Bus. Financ. 2025 79 103038

[43]

Cheng Z.,Zhao M.. The impact of green bond issuance on corporate green total factor productivity J. Environ. Manage. 2026 398 128502

[44]

Wang T.,Chen Y.. An analysis of the synergistic influence of innovation factor resource allocation, employment quality, and financial resource misallocation Financ. Res. Lett. 2025 86 108314

[45]

Zheng M.,Zhou H.. Does a bank-dominated financial system benefit the development of renewable energy in developing countries? The case of China Energy Strategy Rev. 2025 59 101715

[46]

He S.,Hou Y.,Dong Z.,Zhang J.,Wu Y.,Liu S.. The evolution of China’s electricity market-oriented reform: pathways to achieving marketization and decarbonization in response to climate policy J. Environ. Manage. 2025 389 126103

[47]

Liang S.,Wang P.,Jia C.,Zhu J.. Studying green financing, factor allocation efficiency, and regional productivity growth in renewable energy industries Renew. Energy 2023 214 130 9

[48]

Fu Q.,Zhao S.. Influence of green finance on new-quality productivity of enterprises: evidence from Chinese a-share listed companies Int. Rev. Financ. Anal. 2025 105 104356

[49]

Lin J. Y.,Wang W.,Xu V. Z.. Distance to frontier and optimal financial structure Struct. Change Econ. Dyn. 2022 60 243 9

[50]

Galindo M.,Méndez M. T.. Entrepreneurship, economic growth, and innovation: are feedback effects at work? J. Bus. Res. 2014 67 825 9

[51]

Schröder A.,Schlereth C.,Hienerth C.,Kellermanns F.. A perfect match? How entrepreneurs evaluate and decide on venture capital firms J. Bus. Res. 2025 200 115621

[52]

Wang C.,Wang C.,Long H.,Zaremba A.. Does green bond issuance reduce the cost of bank loans? Evidence from China J. Corp. Financ. 2025 94 102859

[53]

Henide K.. Voluntary disclosure and adverse selection: bayesian game theoretical inference for green bond labelling regimes Int. Rev. Financ. Anal. 2022 83 102248

[54]

Tan W.,Chen Y.,Sun Y.,Guo X.,Li Z.. Internal capital markets and risk-taking: evidence from China Pac. Basin Financ. J. 2023 78 101968

[55]

Gao Y.,Wen S.,Yuan J.,Zhen Q.. Green credit policy and corporate innovation: a study of heavily polluting listed firms Financ. Res. Lett. 2025 85 108116

[56]

Xu X.,Zhang C.,Yang L.. Green bonds: catalyst or constraint for corporate green investment efficiency? J. Multinatl. Financ. Manag. 2025 79 100920

[57]

Jin B.,Xie Y.,Huang J.. Green finance reform pilot zones promote green technology innovation in industrial enterprises Financ. Res. Lett. 2025 86 108320

[58]

Xiao B.,Li H.. Financial efficiency, green innovation and green total factor productivity Financ. Res. Lett. 2025 76 107005

[59]

Meng S.,Duan Y.,Zhou W.. How does green finance policy reduce the carbon emissions of polluting enterprises? A mediation effect analysis of inclusive finance Res. Int. Bus. Financ. 2025 77 102914

[60]

Zhu C.,Qi J.,Feng L.,Wang X.. Source control or end-of-pipe treatment: How green finance policy impacts enterprise carbon intensity Int. Rev. Financ. Anal. 2025 104 104323

[61]

Xiao B.,Guo X.,Guo X.,Wang J.. How does green finance policy in China help reduce pollution emissions? Energy efficiency improvement or green innovation J. Clean. Prod. 2024 467 142933

[62]

Xu B.. Assessing the role of financial tool in China’s low-carbon transition: evidence from traditional credit and green credit Energy 2025 335 138014

[63]

Yu F.,Zhang Q.,Jiang D.. The impact of regional environmental regulations on digital transformation of energy companies: The moderating role of the top management team Manage. Decis. Econ. 2023 44 3152 65

[64]

Li D.,Wang P.. FinTech development and corporate green total factor productivity Int. Rev. Financ. Anal. 2025 107 104567

[65]

Zhao S.,Wu Q.,Zhou X.. Impact of green credit on financing constraints of energy-consuming firms Financ. Res. Lett. 2025 74 106801

[66]

Block J.,Lambrecht D.,Willeke T.,Cucculelli M.,Meloni D.. Green patents and green trademarks as indicators of green innovation Research Policy 2025 54 105138

[67]

Hao W.. Liu J.; Zhang L. Carbon emissions and assets pricing-evidence from chinese listed firms China J. Econ. 2022 9 28 75 (in Chinese). https://tsjj.cbpt.cnki.net/WKG/WebPublication/paperDigest.aspx?paperID=e2b5f2cf-e25b-4ffa-ac42-1e7eba0f3103 (accessed 2026-05-20).

[68]

Ge H.,Zhang X.,Gao P.,Li M.. Global value chain participation and firm-level carbon emissions: evidence from China Struct. Change Econ. Dyn. 2026 77 313 26

[69]

Ren S.,Wu Y.,Zhao L.,Du L.. Third-party environmental information disclosure and firms’ carbon emissions Energy Econ. 2024 131 107350

[70]

Sohaib M.,Majeed A.,Liu J.,Oláh J.. The role of renewable energy in mitigating carbon emissions: Insights from China’s energy consumption patterns Energy Strategy Rev. 2025 61 101860

[71]

Jiang Y.. Government digital governance and corporate green total factor productivity Int. Rev. Econ. Financ. 2025 102 104338

[72]

Yu C.,Wu X.,Zhang D.,Chen S.,Zhao J.. Demand for green finance: resolving financing constraints on green innovation in China Energy Policy 2021 153 112255

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