IDEAS home Printed from https://ideas.repec.org/a/eee/ecanpo/v85y2025icp1846-1866.html
   My bibliography  Save this article

From algorithms to green growth: Can artificial intelligence drive enterprise energy transformation?

Author

Listed:
  • Huang, Meiying
  • Li, Quan
  • Li, Bowen

Abstract

As global priorities shift towards sustainability and climate change mitigation, the impact of artificial intelligence (AI) as an emerging technological force on enterprise energy transformation (EET) remains insufficiently explored. This study treats the “Smart Manufacturing Pilot Policy” as a quasi-natural experiment, uses data from A-share listed companies between 2007 and 2022, and applies the standard Difference-in-Differences model to examine the impact of AI on EET. The findings reveal that AI adoption significantly enhances EET, with more pronounced effects observed in state-owned enterprises, firms in eastern and coastal regions, and those with advanced digital transformation. Four key mechanisms are identified: fostering green technology innovation, enhancing human capital structure, improving environmental information disclosure, and reducing financing constraints. Overall, this study provides novel insights into the economic impact of AI and offers a framework for sustainable, energy-efficient development that can be applied to countries with similar economic structures and development trajectories.

Suggested Citation

  • Huang, Meiying & Li, Quan & Li, Bowen, 2025. "From algorithms to green growth: Can artificial intelligence drive enterprise energy transformation?," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 1846-1866.
  • Handle: RePEc:eee:ecanpo:v:85:y:2025:i:c:p:1846-1866
    DOI: 10.1016/j.eap.2025.02.029
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0313592625000608
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eap.2025.02.029?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. Eva Lyubich & Joseph S. Shapiro & Reed Walker, 2018. "Regulating Mismeasured Pollution: Implications of Firm Heterogeneity for Environmental Policy," Working Papers 18-03, Center for Economic Studies, U.S. Census Bureau.
    2. Nick Drydakis, 2024. "Artificial intelligence capital and employment prospects," Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 901-919.
    3. Ning, Jiajun & Xiong, Lixin, 2024. "Analysis of the dynamic evolution process of the digital transformation of renewable energy enterprises based on the cooperative and evolutionary game model," Energy, Elsevier, vol. 288(C).
    4. Hossain, Mohammad Razib & Rao, Amar & Sharma, Gagan Deep & Dev, Dhairya & Kharbanda, Aeshna, 2024. "Empowering energy transition: Green innovation, digital finance, and the path to sustainable prosperity through green finance initiatives," Energy Economics, Elsevier, vol. 136(C).
    5. Nidhi Singh & Monika Jain & Muhammad Mustafa Kamal & Rahul Bodhi & Bhumika Gupta, 2024. "Technological paradoxes and artificial intelligence implementation in healthcare. An application of paradox theory," Post-Print hal-04300238, HAL.
    6. Liu, Xiaoqian & Wang, Chang'an & Wu, Haitao & Yang, Cunyi & Albitar, Khaldoon, 2023. "The impact of the new energy demonstration city construction on energy consumption intensity: Exploring the sustainable potential of China's firms," Energy, Elsevier, vol. 283(C).
    7. Zhou, Xiaoxiao & Dai, Mengsi & Ma, Xiaowei & Charles, Vincent & Shahzad, Umer & Zhao, Xin, 2024. "Economic policy uncertainty and the inhibitory effect of firms' green technology innovation," Global Finance Journal, Elsevier, vol. 60(C).
    8. Shahbaz, Muhammad & Wang, Jianda & Dong, Kangyin & Zhao, Jun, 2022. "The impact of digital economy on energy transition across the globe: The mediating role of government governance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 166(C).
    9. Fang, Xiaohan & Zhang, Ying & Yang, Jiajia & Zhan, Guohua, 2024. "An evaluation of marine economy sustainable development and the ramifications of digital technologies in China coastal regions," Economic Analysis and Policy, Elsevier, vol. 82(C), pages 554-570.
    10. Wang, Weilong & Wang, Jianlong & Wu, Haitao, 2024. "The impact of energy-consuming rights trading on green total factor productivity in the context of digital economy: Evidence from listed firms in China," Energy Economics, Elsevier, vol. 131(C).
    11. Eva Lyubich & Joseph Shapiro & Reed Walker, 2018. "Regulating Mismeasured Pollution: Implications of Firm Heterogeneity for Environmental Policy," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 136-142, May.
    12. Duan, Wenqi & Jiang, Mingming & Qi, Jianhong, 2024. "Agricultural certification, market access and rural economic growth: Evidence from poverty-stricken counties in China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 99-114.
    13. Abu Danish Aiman Bin Abu Sofian & Hooi Ren Lim & Heli Siti Halimatul Munawaroh & Zengling Ma & Kit Wayne Chew & Pau Loke Show, 2024. "Machine learning and the renewable energy revolution: Exploring solar and wind energy solutions for a sustainable future including innovations in energy storage," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(4), pages 3953-3978, August.
    14. Song, Malin & Peng, Licheng & Shang, Yuping & Zhao, Xin, 2022. "Green technology progress and total factor productivity of resource-based enterprises: A perspective of technical compensation of environmental regulation," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    15. Li, Yueqi & Liu, Huwen & Kim, Youngbae & Lee, Hae Young, 2024. "Focus on the impact and predictive analysis of digitalization and green finance on the transformation of mineral and energy companies," Finance Research Letters, Elsevier, vol. 59(C).
    16. Sullivan, Yulia & Fosso Wamba, Samuel, 2024. "Artificial intelligence and adaptive response to market changes: A strategy to enhance firm performance and innovation," Journal of Business Research, Elsevier, vol. 174(C).
    17. Huang, Geng & He, Ling-Yun & Lin, Xi, 2022. "Robot adoption and energy performance: Evidence from Chinese industrial firms," Energy Economics, Elsevier, vol. 107(C).
    18. Lau, Chi Keung & Gozgor, Giray & Mahalik, Mantu Kumar & Patel, Gupteswar & Li, Jing, 2023. "Introducing a new measure of energy transition: Green quality of energy mix and its impact on CO2 emissions," Energy Economics, Elsevier, vol. 122(C).
    19. Li, Mou & Wei, Lei, 2024. "The path of digital transformation driving enterprise growth: The moderating role of financing constraints," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    20. Lee, Chien-Chiang & Yan, Jingyang, 2024. "Will artificial intelligence make energy cleaner? Evidence of nonlinearity," Applied Energy, Elsevier, vol. 363(C).
    21. Yan Ma & Gen‐Fu Feng & Chun‐Ping Chang, 2024. "From traditional innovation to green innovation: How an occurrence of natural disasters influences sustainable development?," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(3), pages 2779-2796, June.
    22. Nepal, Rabindra & Zhao, Xiaomeng & Liu, Yang & Dong, Kangyin, 2024. "Can green finance strengthen energy resilience? The case of China," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
    23. Qian Cheng & Yongqing Xiong, 2024. "Low‐carbon sustainable development driven by new energy vehicle pilot projects in China: Effects, mechanisms, and spatial spillovers," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 979-1000, February.
    24. Linlin Fan & Jinghua Ou & Gongyan Yang & Shujie Yao, 2024. "Digitalization and outward foreign direct investment of Chinese listed firms," Review of International Economics, Wiley Blackwell, vol. 32(2), pages 604-634, May.
    25. Feng, Rui & Shen, Chen & Guo, Yiyang, 2024. "Digital finance and labor demand of manufacturing enterprises: Theoretical mechanism and heterogeneity analysis," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 17-32.
    26. Zhou, Yuekuan, 2024. "AI-driven battery ageing prediction with distributed renewable community and E-mobility energy sharing," Renewable Energy, Elsevier, vol. 225(C).
    27. Zhongju Liao & Ping Liu & Ping Bao, 2024. "Environmental information disclosure, environmental innovation, and firms' growth performances: The moderating role of media attention," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 425-437, February.
    28. Lou, Zhaohui & Xie, Qizhuo & Shen, Jim Huangnan & Lee, Chien-Chiang, 2024. "Does Supply Chain Finance (SCF) alleviate funding constraints of SMEs? Evidence from China," Research in International Business and Finance, Elsevier, vol. 67(PA).
    29. Kerstin Hötte & Angelos Theodorakopoulos & Pantelis Koutroumpis, 2024. "Automation and taxation," Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 945-969.
    30. Singh, Nidhi & Jain, Monika & Kamal, Muhammad Mustafa & Bodhi, Rahul & Gupta, Bhumika, 2024. "Technological paradoxes and artificial intelligence implementation in healthcare. An application of paradox theory," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    31. Zhu, Keda & Guo, Lihong, 2024. "Financial technology, inclusive finance and bank performance," Finance Research Letters, Elsevier, vol. 60(C).
    32. Zhang, Kun & Kou, Zi-Xuan & Zhu, Pei-Hua & Qian, Xiang-Yan & Yang, Yun-Ze, 2025. "How does AI affect urban carbon emissions? Quasi-experimental evidence from China's AI innovation and development pilot zones," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 426-447.
    33. Tang, Maogang & Liu, Yinlin & Hu, Fengxia & Wu, Baijun, 2023. "Effect of digital transformation on enterprises' green innovation: Empirical evidence from listed companies in China," Energy Economics, Elsevier, vol. 128(C).
    34. Liao, Feimei & Hu, Yaoyao & Chen, Mengjie & Xu, Shulin, 2024. "Digital transformation and corporate green supply chain efficiency: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 195-207.
    35. Liu, Yun & Gao, Qun, 2024. "Economic policy uncertainty and enterprise innovation in China: From the perspective of equity financing and financing structure," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 17-33.
    36. Zhang, Yi & Liu, Tianxiang & Li, Weiping, 2024. "Corporate fraud detection based on linguistic readability vector: Application to financial companies in China," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    37. Zhang, Hao & Zhu, Yimeng, 2024. "Financial knowledge, executive decision making and enterprise innovation," Finance Research Letters, Elsevier, vol. 61(C).
    38. Sturla F. Kvamsdal & Ivan Belik & Arnt Ove Hopland & Yuanhao Li, 2021. "A Machine Learning Analysis of the Recent Environmental and Resource Economics Literature," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 79(1), pages 93-115, May.
    39. Murtaza Hussain & Shaohua Yang & Umer Sahil Maqsood & R. M. Ammar Zahid, 2024. "Tapping into the green potential: The power of artificial intelligence adoption in corporate green innovation drive," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4375-4396, July.
    40. Wan, Guochao & Zhang, Weike & Li, Chao, 2024. "How does low-carbon city pilot policy catalyze companies toward ESG practices? Evidence from China," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1593-1607.
    41. Jia, Zhijie & Lin, Boqiang, 2021. "How to achieve the first step of the carbon-neutrality 2060 target in China: The coal substitution perspective," Energy, Elsevier, vol. 233(C).
    42. Yang, Yang & Xiao, Zheng, 2024. "Examining the interaction effect of digitalization and highly educated employees on ambidextrous innovation in Chinese publicly listed SMEs: A knowledge-based view," Technology in Society, Elsevier, vol. 78(C).
    43. Zhang, Zhenhua & Luo, Cong & Zhang, Guoxing & Shu, Yuqin & Shao, Shuai, 2024. "New energy policy and green technology innovation of new energy enterprises: Evidence from China," Energy Economics, Elsevier, vol. 136(C).
    44. Jia, Zhijie & Wen, Shiyan & Lin, Boqiang, 2024. "Would behaviors of state-owned enterprises impact the performance of downstream industries in China?," Economic Analysis and Policy, Elsevier, vol. 81(C), pages 1007-1035.
    45. Islam, Md. Monirul & Shahbaz, Muhammad & Ahmed, Faroque, 2024. "Robot race in geopolitically risky environment: Exploring the Nexus between AI-powered tech industrial outputs and energy consumption in Singapore," Technological Forecasting and Social Change, Elsevier, vol. 205(C).
    46. Chen, Jia & Wang, Ning & Lin, Tongzhi & Liu, Baoliu & Hu, Jin, 2024. "Shock or empowerment? Artificial intelligence technology and corporate ESG performance," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 1080-1096.
    47. Eva Lyubich & Joseph Shapiro & Reed Walker, 2018. "Regulating Mismeasured Pollution: Implications of Firm Heterogeneity for Environmental Policy," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 136-142, May.
    48. Lu, Ling & Liu, Peng & Yu, Jian & Shi, Xunpeng, 2023. "Digital inclusive finance and energy transition towards carbon neutrality: Evidence from Chinese firms," Energy Economics, Elsevier, vol. 127(PB).
    49. Qiang Li & Minglai Li & Lin Zhang, 2024. "Revisiting the relationship between ESG, institutional ownership, and corporate innovation: An efficiency perspective," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(6), pages 6504-6525, November.
    50. Xia, Lei & Han, Qingjiang & Yu, Shui, 2024. "Industrial intelligence and industrial structure change: Effect and mechanism," International Review of Economics & Finance, Elsevier, vol. 93(PA), pages 1494-1506.
    51. Gislain Stéphane Gandjon Fankem & Cédric Feyom, 2024. "Is trade openness a barrier to industrialization? Evidence from Sub-Saharan Africa," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 160(2), pages 713-759, May.
    52. 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).
    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. Xi Lin & Ling-Yun He, 2023. "The More the Merrier? Evidence from Firm-Level Exports and Environmental Performance in China," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 84(1), pages 125-172, January.
    2. Xi Lin & Ling‐Yun He, 2023. "‘Going global’ and pollution in home country: Evidence from Chinese industrial firms," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 31(4), pages 1135-1174, October.
    3. Jia, Shanghui & Chen, Xinhui & Jin, Jiayu, 2024. "Digital disruption and energy efficiency: The impact of regional digitalization on China's industrial sector," Energy, Elsevier, vol. 300(C).
    4. Tang, Jiaomei & Li, Wanting & Hu, Jiahan & Ren, Yayun, 2025. "Can government digital transformation improve corporate energy efficiency in resource-based cities?," Energy Economics, Elsevier, vol. 141(C).
    5. Jonathan T. Hawkins-Pierot & Katherine R. H. Wagner, 2022. "Technology Lock-In and Optimal Carbon Pricing," CESifo Working Paper Series 9762, CESifo.
    6. Zhao, Qian & Wang, Lu & Stan, Sebastian-Emanuel & Mirza, Nawazish, 2024. "Can artificial intelligence help accelerate the transition to renewable energy?," Energy Economics, Elsevier, vol. 134(C).
    7. Ritz, Robert A., 2022. "Global carbon price asymmetry," Journal of Environmental Economics and Management, Elsevier, vol. 114(C).
    8. Zhang, Zhaowen & Jiang, Yaohui, 2022. "Can green public procurement change energy efficiency? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 113(C).
    9. Xu, Hao & Xu, Jingxuan & Wang, Jie & Hou, Xiang, 2023. "Reduce production or increase efficiency? Hazardous air pollutants regulation, energy use, and the synergistic effect on industrial enterprises' carbon emission," Energy Economics, Elsevier, vol. 126(C).
    10. Wesley Blundell & Gautam Gowrisankaran & Ashley Langer, 2020. "Escalation of Scrutiny: The Gains from Dynamic Enforcement of Environmental Regulations," American Economic Review, American Economic Association, vol. 110(8), pages 2558-2585, August.
    11. Mehling, M. & Ritz, R., 2020. "Going beyond default intensities in an EU carbon border adjustment mechanism," Cambridge Working Papers in Economics 2087, Faculty of Economics, University of Cambridge.
    12. Li, Longda, 2024. "The environmental spillovers of buyers' digital transformation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
    13. Mark R Jacobsen & James M Sallee & Joseph S Shapiro & Arthur A van Benthem, 2023. "Regulating Untaxable Externalities: Are Vehicle Air Pollution Standards Effective and Efficient?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(3), pages 1907-1976.
    14. Hao, Xiaoli & Miao, Erxiang & Sun, Qingyu & Li, Ke & Wen, Shufang & Wu, Haitao, 2025. "When climate policy's up in the air: How digital technology impacts corporate energy intensity," Energy Economics, Elsevier, vol. 144(C).
    15. Benatti, Nicola & Groiss, Martin & Kelly, Petra & Lopez-Garcia, Paloma, 2024. "The impact of environmental regulation on clean innovation: are there crowding out effects?," Working Paper Series 2946, European Central Bank.
    16. Benatti, Nicola & Groiss, Martin & Kelly, Petra & Lopez-Garcia, Paloma, 2024. "Environmental regulation and productivity growth in the euro area: Testing the porter hypothesis," Journal of Environmental Economics and Management, Elsevier, vol. 126(C).
    17. Jonathan T. Hawkins-Pierot & Katherine R. H. Wagner, 2023. "Technology Lock-In and Costs of Delayed Climate Policy," Working Papers 23-33, Center for Economic Studies, U.S. Census Bureau.
    18. 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).
    19. Long, Xianling & Astier, Nicolas & Zhang, Da, 2025. "Is broader trading welfare improving for emission trading systems?," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
    20. Kai Hu & Dandan Li & Daqian Shi & Wenli Xu, 2023. "Environmental regulation and energy efficiency: evidence from daily penalty policy in China," Journal of Regulatory Economics, Springer, vol. 63(1), pages 1-29, April.

    More about this item

    Keywords

    Artificial intelligence; Enterprise energy transformation; Smart manufacturing pilot policy;
    All these keywords.

    JEL classification:

    • Q55 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Technological Innovation
    • Q56 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environment and Development; Environment and Trade; Sustainability; Environmental Accounts and Accounting; Environmental Equity; Population Growth
    • O38 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Government Policy
    • O44 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Environment and Growth

    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:ecanpo:v:85:y:2025:i:c:p:1846-1866. 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/economic-analysis-and-policy .

    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.