IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v142y2025ics0140988324008661.html
   My bibliography  Save this article

How does green finance improve the total factor energy efficiency? Capturing the mediating role of green management innovation and embodied technological progress

Author

Listed:
  • Wang, Yafei
  • Shi, Ming
  • Zhao, Zihan
  • Liu, Junnan
  • Zhang, Shiqiu

Abstract

Improving enterprises' total factor energy efficiency (TFEE) is a critical way to solve energy shortage problems and environmental pollution and achieve the Paris Agreement targets. This study improves the double stochastic meta-frontier model, calculates the enterprises' TFEE based on the data from A-share listed industrial companies in China, uses the Bartik method to construct an instrumental variable at the city level, and carefully discriminates the impact of green finance (GF) on the enterprises' TFEE. It is found that GF contributed to the improvement of the TFEE in the sample period, and this conclusion is still valid after a series of robustness tests. Heterogeneity analysis shows that GF substantially promotes the energy efficiency of non-SOEs, cleaning industries and low-endowment regions. Mechanism analysis found that green management innovation, energy-embodied technological progress and capital-embodied technological progress play the role of mediators on the impact of GF on TFEE, and this mediating effect was heterogeneous across different types of enterprises, industries and cities. At present, capital-embodied technological progress plays the most significant mediating effect. This study has important practical significance for developing countries represented by China to steadily and orderly promote the “double carbon” work in the process of high-quality economic development, effectively improve TFEE, and consolidate the micro foundation of high-quality development.

Suggested Citation

  • Wang, Yafei & Shi, Ming & Zhao, Zihan & Liu, Junnan & Zhang, Shiqiu, 2025. "How does green finance improve the total factor energy efficiency? Capturing the mediating role of green management innovation and embodied technological progress," Energy Economics, Elsevier, vol. 142(C).
  • Handle: RePEc:eee:eneeco:v:142:y:2025:i:c:s0140988324008661
    DOI: 10.1016/j.eneco.2024.108157
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988324008661
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2024.108157?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Tanaka, Kenta & Managi, Shunsuke, 2021. "Industrial agglomeration effect for energy efficiency in Japanese production plants," Energy Policy, Elsevier, vol. 156(C).
    2. Ameet Kumar Banerjee & Sabri Boubaker & Nassar S. Al-Nassar, 2024. "Climate Policy Initiatives, Green Finance, and Carbon Risk Interconnectedness," Post-Print hal-04852221, HAL.
    3. Kirill Borusyak & Peter Hull & Xavier Jaravel, 2022. "Quasi-Experimental Shift-Share Research Designs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(1), pages 181-213.
    4. Binlei Gong, 2020. "New Growth Accounting," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(2), pages 641-661, March.
    5. Gale A. Boyd, 2008. "Estimating Plant Level Energy Efficiency with a Stochastic Frontier," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 23-44.
    6. 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).
    7. Choi, Yongrok & Zhang, Ning & Zhou, P., 2012. "Efficiency and abatement costs of energy-related CO2 emissions in China: A slacks-based efficiency measure," Applied Energy, Elsevier, vol. 98(C), pages 198-208.
    8. Jabari, Leyla & Salem, Ali Asghar & Zamani, Omid & Farzanegan, Mohammad Reza, 2024. "Economic sanctions and energy efficiency: Evidence from Iranian industrial sub-sectors," Energy Economics, Elsevier, vol. 139(C).
    9. Leyla Jabari & Ali Asghar Salem & Omid Zamani & Mohammad Reza Farzanegan, 2024. "Economic Sanctions, Energy Efficiency, and Environmental Impacts: Evidence from Iranian Industrial Sub-Sectors," MAGKS Papers on Economics 202403, Philipps-Universität Marburg, Faculty of Business Administration and Economics, Department of Economics (Volkswirtschaftliche Abteilung).
    10. Rodrik, Dani, 2004. "Industrial Policy for the Twenty-First Century," CEPR Discussion Papers 4767, C.E.P.R. Discussion Papers.
    11. Ghali, Khalifa H. & El-Sakka, M. I. T., 2004. "Energy use and output growth in Canada: a multivariate cointegration analysis," Energy Economics, Elsevier, vol. 26(2), pages 225-238, March.
    12. Lee, Chien-Chiang & Wang, Chang-song & He, Zhiwen & Xing, Wen-wu & Wang, Keying, 2023. "How does green finance affect energy efficiency? The role of green technology innovation and energy structure," Renewable Energy, Elsevier, vol. 219(P1).
    13. P. A. Diamond, 1971. "Disembodied Technical Change in a Two-Sector Model," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 7, pages 53-60, Palgrave Macmillan.
    14. Liang, Ting & Zhang, Yue-Jun & Qiang, Wei, 2022. "Does technological innovation benefit energy firms’ environmental performance? The moderating effect of government subsidies and media coverage," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    15. Zhou, P. & Ang, B.W. & Zhou, D.Q., 2012. "Measuring economy-wide energy efficiency performance: A parametric frontier approach," Applied Energy, Elsevier, vol. 90(1), pages 196-200.
    16. Cheng, Hua & Taghizadeh-Hesary, Farhad, 2023. "How green finance can bridge the energy poverty gap: Policies to mitigate socioeconomic and environmental consequences," Energy Policy, Elsevier, vol. 182(C).
    17. Lee, Chi-Chuan & Lee, Chien-Chiang, 2022. "How does green finance affect green total factor productivity? Evidence from China," Energy Economics, Elsevier, vol. 107(C).
    18. Harry Markowitz, 1952. "Portfolio Selection," Journal of Finance, American Finance Association, vol. 7(1), pages 77-91, March.
    19. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    20. Romain Berrou & Nicola Ciampoli & Vladimiro Marini, 2019. "Defining Green Finance: Existing Standards and Main Challenges," Palgrave Studies in Impact Finance, in: Marco Migliorelli & Philippe Dessertine (ed.), The Rise of Green Finance in Europe, chapter 0, pages 31-51, Palgrave Macmillan.
    21. Paul Goldsmith-Pinkham & Isaac Sorkin & Henry Swift, 2020. "Bartik Instruments: What, When, Why, and How," American Economic Review, American Economic Association, vol. 110(8), pages 2586-2624, August.
    22. Greenwood, Jeremy & Hercowitz, Zvi & Krusell, Per, 1997. "Long-Run Implications of Investment-Specific Technological Change," American Economic Review, American Economic Association, vol. 87(3), pages 342-362, June.
    23. Huo, Da & Zhang, Xiaotao & Meng, Shuang & Wu, Gang & Li, Junhang & Di, Ruoqi, 2022. "Green finance and energy efficiency: Dynamic study of the spatial externality of institutional support in a digital economy by using hidden Markov chain," Energy Economics, Elsevier, vol. 116(C).
    24. Hu, Jin-Li & Wang, Shih-Chuan, 2006. "Total-factor energy efficiency of regions in China," Energy Policy, Elsevier, vol. 34(17), pages 3206-3217, November.
    25. Gale A. Boyd, 2008. "Estimating Plant Level Energy Efficiency with a Stochastic Frontier," The Energy Journal, , vol. 29(2), pages 23-44, April.
    26. Wang, Ying & Deng, Xiangzheng & Zhang, Hongwei & Liu, Yujie & Yue, Tianxiang & Liu, Gang, 2022. "Energy endowment, environmental regulation, and energy efficiency: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    27. Phung Thanh Quang & Doan Phuong Thao, 2022. "Analyzing the green financing and energy efficiency relationship in ASEAN," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 23(4), pages 385-402, May.
    28. Mohamad Taghvaee, Vahid & Saboori, Behnaz & Soretz, Susanne & Magazzino, Cosimo & Tatar, Moosa, 2024. "Renewable energy, energy efficiency, and economic complexity in the middle East and North Africa: A panel data analysis," Energy, Elsevier, vol. 311(C).
    29. Huang, Tai-Hsin & Chiang, Dien-Lin & Tsai, Chao-Min, 2015. "Applying the New Metafrontier Directional Distance Function to Compare Banking Efficiencies in Central and Eastern European Countries," Economic Modelling, Elsevier, vol. 44(C), pages 188-199.
    30. Dogan, Eyup & Madaleno, Mara & Taskin, Dilvin & Tzeremes, Panayiotis, 2022. "Investigating the spillovers and connectedness between green finance and renewable energy sources," Renewable Energy, Elsevier, vol. 197(C), pages 709-722.
    31. Yu, Chin-Hsien & Wu, Xiuqin & Zhang, Dayong & Chen, Shi & Zhao, Jinsong, 2021. "Demand for green finance: Resolving financing constraints on green innovation in China," Energy Policy, Elsevier, vol. 153(C).
    32. Nathan Nunn & Nancy Qian, 2014. "US Food Aid and Civil Conflict," American Economic Review, American Economic Association, vol. 104(6), pages 1630-1666, June.
    33. Li, Ke & Lin, Boqiang, 2018. "How to promote energy efficiency through technological progress in China?," Energy, Elsevier, vol. 143(C), pages 812-821.
    34. Guo, Qiu-tong & Dong, Yong & Feng, Biao & Zhang, Hao, 2023. "Can green finance development promote total-factor energy efficiency? Empirical evidence from China based on a spatial Durbin model," Energy Policy, Elsevier, vol. 177(C).
    35. 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.
    36. Zhang, Caiqing & Chen, Panyu, 2022. "Applying the three-stage SBM-DEA model to evaluate energy efficiency and impact factors in RCEP countries," Energy, Elsevier, vol. 241(C).
    37. Tabellini, Marco, 2020. "Gifts of the Immigrants, Woes of the Natives: Lessons from the Age of Mass Migration," CEPR Discussion Papers 14317, C.E.P.R. Discussion Papers.
    38. Lu, Xunfa & Huang, Nan & Mo, Jianlei & Ye, Zhitao, 2023. "Dynamics of the return and volatility connectedness among green finance markets during the COVID-19 pandemic," Energy Economics, Elsevier, vol. 125(C).
    39. Chishti, Muhammad Zubair & Dogan, Eyup & Binsaeed, Rima H., 2024. "Can artificial intelligence and green finance affect economic cycles?," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
    40. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    41. Cheng, Zhuo & Kai, Zhe & Zhu, Shouwenjun, 2023. "Does green finance regulation improve renewable energy utilization? Evidence from energy consumption efficiency," Renewable Energy, Elsevier, vol. 208(C), pages 63-75.
    42. Hailu, Atakelty & Veeman, Terrence S., 2000. "Environmentally Sensitive Productivity Analysis of the Canadian Pulp and Paper Industry, 1959-1994: An Input Distance Function Approach," Journal of Environmental Economics and Management, Elsevier, vol. 40(3), pages 251-274, November.
    43. Payne, James E. & Truong, Huong Hoang Diep & Chu, Lan Khanh & Doğan, Buhari & Ghosh, Sudeshna, 2023. "The effect of economic complexity and energy security on measures of energy efficiency: Evidence from panel quantile analysis," Energy Policy, Elsevier, vol. 177(C).
    44. Ante, Lennart, 2024. "The scope of green finance research: Research streams, influential works and future research paths," Ecological Economics, Elsevier, vol. 224(C).
    45. J. R. Hicks, 1963. "The Theory of Wages," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-00189-7, November.
    46. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    47. George E. Battese & D. S. Prasada Rao, 2002. "Technology Gap, Efficiency, and a Stochastic Metafrontier Function," International Journal of Business and Economics, School of Management Development, Feng Chia University, Taichung, Taiwan, vol. 1(2), pages 87-93, August.
    48. 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.
    49. Cagno, E. & Worrell, E. & Trianni, A. & Pugliese, G., 2013. "A novel approach for barriers to industrial energy efficiency," Renewable and Sustainable Energy Reviews, Elsevier, vol. 19(C), pages 290-308.
    50. Banerjee, Ameet Kumar & Boubaker, Sabri & Al-Nassar, Nassar S., 2024. "Climate policy initiatives, green finance, and carbon risk interconnectedness," Finance Research Letters, Elsevier, vol. 67(PA).
    51. 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).
    52. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
    53. Chambers, Robert G. & Chung, Yangho & Fare, Rolf, 1996. "Benefit and Distance Functions," Journal of Economic Theory, Elsevier, vol. 70(2), pages 407-419, August.
    54. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    55. Marco Tabellini, 2020. "Gifts of the Immigrants, Woes of the Natives: Lessons from the Age of Mass Migration," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(1), pages 454-486.
    56. Robert D. Klassen & Curtis P. McLaughlin, 1996. "The Impact of Environmental Management on Firm Performance," Management Science, INFORMS, vol. 42(8), pages 1199-1214, August.
    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. Ying Peng & Xinyue Wang & Weilong Gao, 2025. "The Impact of Data Element Marketization on Green Total Factor Energy Efficiency: Empirical Evidence from China," Sustainability, MDPI, vol. 17(9), pages 1-25, May.
    2. Satrovic, Elma & Onifade, Stephen Taiwo & Haouas, Ilham, 2025. "Synthesizing eco-efficiency within EU's inclusive finance: Do environmental policy stringency and renewable energy make a difference?," Energy, Elsevier, vol. 325(C).

    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. Zeng, Ming & Zhang, Weike, 2024. "Green finance: The catalyst for artificial intelligence and energy efficiency in Chinese urban sustainable development," Energy Economics, Elsevier, vol. 139(C).
    2. Wang, Yafei & Shi, Ming & Liu, Junnan & Zhong, Min & Ran, Rong, 2025. "The impact of digital-real integration on energy productivity under a multi-governance framework: The mediating role of AI and embodied technological progress," Energy Economics, Elsevier, vol. 142(C).
    3. Agyeman, Stephen Duah & Lin, Boqiang, 2022. "Nonrenewable and renewable energy substitution, and low–carbon energy transition: Evidence from North African countries," Renewable Energy, Elsevier, vol. 194(C), pages 378-395.
    4. Fei, Rilong & Lin, Boqiang, 2016. "Energy efficiency and production technology heterogeneity in China's agricultural sector: A meta-frontier approach," Technological Forecasting and Social Change, Elsevier, vol. 109(C), pages 25-34.
    5. Zhang, Hui & Zhou, Peng & Sun, Xiumei & Ni, Guanqun, 2024. "Disparities in energy efficiency and its determinants in Chinese cities: From the perspective of heterogeneity," Energy, Elsevier, vol. 289(C).
    6. Lin, Boqiang & Du, Kerui, 2013. "Technology gap and China's regional energy efficiency: A parametric metafrontier approach," Energy Economics, Elsevier, vol. 40(C), pages 529-536.
    7. Francesco Campo & Mariapia Mendola & Andrea Morrison & Gianmarco Ottaviano, 2022. "Talents and Cultures: Immigrant Inventors and Ethnic Diversity in the Age of Mass Migration," Journal of the European Economic Association, European Economic Association, vol. 20(5), pages 1971-2012.
    8. Lee, Chien-Chiang & Yuan, Zihao & Kang, Yongchao, 2024. "Green finance and land ecological security: A potential mechanism for sustainable development," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1222-1241.
    9. Tang, Xinmeng & Zhou, Xiaoguang, 2023. "Impact of green finance on renewable energy development: A spatiotemporal consistency perspective," Renewable Energy, Elsevier, vol. 204(C), pages 320-337.
    10. 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).
    11. Guo, Yunxia & Yu, Mengyao & Xu, Mingchen & Tang, Ying & Huang, Jingran & Liu, Jia & Hao, Yu, 2023. "Productivity gains from green finance: A holistic and regional examination from China," Energy Economics, Elsevier, vol. 127(PA).
    12. 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.
    13. 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).
    14. Tan, Ruipeng & Zhang, Zixuan & Du, Kerui & Lin, Boqiang, 2025. "Energy rebound effect in China: Measurement based on a variable coefficient production function," Ecological Economics, Elsevier, vol. 230(C).
    15. 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).
    16. 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.
    17. Hongzhou Li & Andrea Appolloni & Yijie Dou & Vincenzo Basile & Maria Kopsakangas-Savolainen, 2024. "A parametric method to estimate environmental energy efficiency with non-radial adjustment: an application to China," Annals of Operations Research, Springer, vol. 342(3), pages 1379-1405, November.
    18. Du, Zhili & Hao, Peng, 2025. "Firm clustering, agglomeration externalities and energy efficiency: Evidence from chinese industrial enterprises," Energy Economics, Elsevier, vol. 145(C).
    19. Peter Haan & Izabela Wnuk, 2024. "The Effect of Migration on Careers of Natives: Evidence from Long-term Care," Discussion Papers of DIW Berlin 2070, DIW Berlin, German Institute for Economic Research.
    20. Zhang, Jinyue & Sun, Zhenglin, 2025. "Energy-environmental efficiency enhancement using green finance through spatio-temporal heterogeneity and dynamic regulatory mechanisms: Multiple perspectives study," Renewable Energy, Elsevier, vol. 240(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    JEL classification:

    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • M14 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - Corporate Culture; Diversity; Social Responsibility
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q43 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Energy and the Macroeconomy
    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation

    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:eee:eneeco:v:142:y:2025:i:c:s0140988324008661. 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.