Politická ekonomie X:X | DOI: 10.18267/j.polek.1547
Green Finance Lens: How Sustainable Finance Boosts Energy Efficiency
- Jun Yin, College of Finance and Economics, Hainan Vocational University of Science and Technology, Haikou, Hainan, China
- Simin Lyu, College of Finance and Economics, Hainan Vocational University of Science and Technology, Haikou, Hainan, China
- Maozheng Fu (corresponding author), College of Finance and Economics, Hainan Vocational University of Science and Technology, Haikou, Hainan, China
This study investigates the relationship between green finance and energy efficiency using panel data from 276 Chinese prefecture-level cities over the period 2006-2021. Employing a two-way fixed effects model and robustness checks including Tobit regression, propensity score matching, and lagged dependent variable approaches, we find that green finance significantly enhances energy efficiency. The positive effect is particularly pronounced in cities with higher levels of financial development. Mechanism analysis reveals that green finance promotes energy efficiency primarily through two channels: increasing market openness and accelerating industrial structure upgrading. Based on these findings, we recommend strengthening institutional support for green finance, leveraging regional financial advantages, deepening market reforms, and promoting industrial transformation to enhance energy efficiency and support sustainable development goals.
Keywords: Green finance; energy efficiency; market openness; industrial structure
Received: July 15, 2025; Revised: December 3, 2025; Accepted: January 5, 2026; Prepublished online: March 25, 2026
References
- Babic, M. (2024). Green finance in the global energy transition: Actors, instruments, and politics. Energy Research and Social Science, 111, 103482, https://doi.org/10.1016/j.erss.2024.103482
Go to original source... - Bhattacharyya, R. (2022). Green finance for energy transition, climate action and sustainable development: overview of concepts, applications, implementation and challenges. Green Finance, 4(1), 1-35. https://doi.org/10.3934/GF.2022001
Go to original source... - Cerdeiro, D. A., Komaromi, A. (2021). Financial openness and capital inflows to emerging markets: In search of robust evidence. International Review of Economics and Finance, 73, 444-458. https://doi.org/10.1016/j.iref.2021.01.011
Go to original source... - Chang, Q., Fan, X. B., Zou, S. H. (2025). Threshold Effects of Renewable Energy Investment on the Energy Efficiency-Fossil Fuel Consumption Nexus: Evidence from 71 Countries. Energies, 18(8), 2078. https://doi.org/10.3390/en18082078
Go to original source... - Du, J. T., Shen, Z. Y., Song, M. L., Vardanyan, M. (2023). The role of green financing in facilitating renewable energy transition in China: Perspectives from energy governance, environmental regulation, and market reforms. Energy Economics, 120, 106595. https://doi.org/10.1016/j.eneco.2023.106595
Go to original source... - Gaies, B., Goutte, S., Guesmi, K. (2020). Does financial globalization still spur growth in emerging and developing countries? Considering exchange rates. Research in International Business and Finance, 52, 101113. https://doi.org/https://doi.org/10.1016/j.ribaf.2019.101113
Go to original source... - He, Z. J., Ge, F. T., Ban, S. X., Du, A. M., Sheehan, M. (2024). Fintech's influence on green credit provision: Empirical evidence from China's listed banking sector. Research in International Business and Finance, 70, 102394. https://doi.org/10.1016/j.ribaf.2024.102394
Go to original source... - Hu, D., Gan, C. (2025). Green finance development and its origin, motives, and barriers: an exploratory study. Environment Development and Sustainability. https://doi.org/10.1007/s10668-024-05570-w
Go to original source... - Hua, M. Z., Li, Z., Zhang, Y. D., Wei, X. B. (2024). Does green finance promote green transformation of the real economy? Research in International Business and Finance, 67, 102090. https://doi.org/10.1016/j.ribaf.2023.102090
Go to original source... - Ji, Z. B., Zang, R. H. (2021). Can Opening Up of Capital Markets Improve the Stability of Stock Prices? Empirical Evidence from the Shanghai-Hong Kong Stock Connect. China-An International Journal, 19, 88-113.
Go to original source... - Jiang, L., Wu, T. (2023). Banking market structure and industrial structure: A transnational empirical study. Finance Research Letters, 54, 103785. https://doi.org/10.1016/j.frl.2023.103785
Go to original source... - La Torre, M., Leo, S., Palma, A., Zapata, J. D. S. (2024). Public spending and green finance: A systematic literature review. Research in International Business and Finance, 68, 102197. https://doi.org/https://doi.org/10.1016/j.ribaf.2023.102197
Go to original source... - Lee, C. H., Chou, P. I. (2018). Financial openness and market liquidity in emerging markets. Finance Research Letters, 25, 124-130. https://doi.org/10.1016/j.frl.2017.10.024
Go to original source... - Liu, L., Liu, L. Q., Liu, K., Jiménez-Zarco, A. I. (2025). Climate policy and corporate green transformation: Empirical evidence from carbon emission trading. Research in International Business and Finance, 74, 102675. https://doi.org/10.1016/j.ribaf.2024.102675
Go to original source... - Lu, M. X., Ma, G. W., Hu, Y. L., Wang, J. (2012). The Empirical Research of Energy Utilization Efficiency in Industrial Sectors Based on DEA-Malmquist Advanced Materials Research II, PTS 1 AND 2.
Go to original source... - Murshed, M., Ahmed, R., Khudoykulov, K., Kumpamool, C., Alrwashdeh, N. N. F., Mahmood, H. (2023). Can enhancing financial inclusivity lower climate risks by inhibiting carbon emissions? Contextual evidence from emerging economies. Research in International Business and Finance, 65, 101902. https://doi.org/10.1016/j.ribaf.2023.101902
Go to original source... - Naseer, M. M., Hunjra, A. I., Palma, A., Bagh, T. (2025). Sustainable development goals and environmental performance: Exploring the contribution of governance, energy, and growth. Research in International Business and Finance, 73, 102646. https://doi.org/https://doi.org/10.1016/j.ribaf.2024.102646
Go to original source... - Rahman, M. H., Chowdhury, M. A., Akter, M. S. (2023). Interaction of market size, inflation and trade openness on foreign direct investment inflows in India, China and Japan: panel dynamic analysis. International Journal of Indian Culture and Business Management, 29, 45-64. https://doi.org/10.1504/IJICBM.2023.130963
Go to original source... - Ren, Y.-S., Ma, C.-Q., Chen, X.-Q., Lei, Y.-T., and Wang, Y.-R. (2023). Sustainable finance and blockchain: A systematic review and research agenda. Research in International Business and Finance, 64, 101871. https://doi.org/https://doi.org/10.1016/j.ribaf.2022.101871
Go to original source... - Tiwari, S., Sharif, A., Sofuoglu, E., Nuta, F. (2025). A step toward the attainment of carbon neutrality and SDG-13: Role of financial depth and green technology innovation. Research in International Business and Finance, 73, 102631. https://doi.org/10.1016/j.ribaf.2024.102631
Go to original source... - Tu, C. A., Chien, F. S., Hussein, M. A., Mm, Y. R., Psi, M. S. S., Iqbal, S., Bilal, A. R. (2021). Estimating role of green financing on energy security, economic and environmental integration of BRI member countries. Singapore Economic Review. https://doi.org/10.1142/S0217590821500193
Go to original source... - Wang, H. Z., Hao, Y. L., Fu, Q. (2024). Data factor agglomeration and urban green finance: A quasi-natural experiment based on the National Big Data Comprehensive Pilot Zone. International Review of Financial Analysis, 96, 103732. https://doi.org/10.1016/j.irfa.2024.103732
Go to original source... - Wang, J., Wang, J. (2024). "Booster" or "Obstacle": Can digital transformation improve energy efficiency? Firm-level evidence from China. Energy, 296, 131101. https://doi.org/10.1016/j.energy.2024.131101
Go to original source... - Wang, Q. W., Fan, Z. N. (2023). Green finance and investment behavior of renewable energy enterprises: A case study of China. International Review of Financial Analysis, 87, 102564. https://doi.org/10.1016/j.irfa.2023.102564
Go to original source... - Wang, Y. F., Liu, J., Yang, X. R., Shi, M., Ran, R. (2023). The mechanism of green finance's impact on enterprises' sustainable green innovation. Green Finance, 5, 452-478. https://doi.org/10.3934/GF.2023018
Go to original source... - Wang, Z. L., Wang, X. B. (2022). Research on the impact of green finance on energy efficiency in different regions of China based on the DEA-Tobit model. Resources Policy, 77, 102695. https://doi.org/10.1016/j.resourpol.2022.102695
Go to original source... - Xue, Q. T., Feng, S. X., Li, M. C. (2024). The Impact of Digital Finance on Industrial Structure: Evidence From China. Sage Open, 14(2). https://doi.org/10.1177/21582440241239387
Go to original source... - Yuan, X. H. (2024). Disentangling the impact of foreign bank presence on domestic banks performance: Does the degree of foreign ownership in domestic banks matter? Research in International Business and Finance, 72, part B. https://doi.org/10.1016/j.ribaf.2024.102521
Go to original source... - Zhang, Z. Y., Li, R. F., Song, Y., Sahut, J. M. (2024). The impact of environmental regulation on the optimization of industrial structure in energy-based cities. Research in International Business and Finance, 68. https://doi.org/10.1016/j.ribaf.2023.102154
Go to original source... - Zhao, X., Benkraiem, R., Abedin, M. Z., Zhou, S. L. (2024). The charm of green finance: Can green finance reduce corporate carbon emissions? Energy Economics, 134. https://doi.org/10.1016/j.eneco.2024.107574
Go to original source...
This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License (CC BY NC ND 4.0), which permits non-comercial use, distribution, and reproduction in any medium, provided the original publication is properly cited. No use, distribution or reproduction is permitted which does not comply with these terms.

ORCID...