Academic Journal of Business & Management, 2026, 8(8); doi: 10.25236/AJBM.2026.080811.
Yao Liu1, Yu Chen2
1School of Management, Hangzhou Dianzi University, Hangzhou, Zhejiang, China
2College of Economics and Management, Zhejiang University of Water Resources and Electric Power, Hangzhou, Zhejiang, China
This study explores the role of digital transformation in advancing corporate responsibility. Addressing this through the lens of resource dependency theory, we analyse the link between Artificial Intelligence (AI) development and Environmental, Social, and Governance (ESG) performance in publicly traded companies. After controlling for endogeneity via instrumental variables, our data reveals that AI acts as a potent catalyst for ESG enhancement, particularly within non-high-tech industries and developing economic zones. The study highlights that the benefits of AI are not uniform; rather, they depend heavily on the economic context. These insights challenge a one-size-fits-all approach, advocating instead for tailored AI strategies. The findings provide actionable guidance for practitioners and regulators seeking to leverage technology to meet sustainability goals.
AI; ESG Performance; Resource Dependency Theory
Yao Liu, Yu Chen. From Technology to Sustainability: Unraveling AI's Role in Enhancing ESG Metrics. Academic Journal of Business & Management (2026), Vol. 8, Issue 8: 87-100. https://doi.org/10.25236/AJBM.2026.080811.
[1] Pineau E, Le P, Estran R. Importance of ESG factors in sovereign credit ratings[J]. Finance Research Letters, 2022, 49: 102966.
[2] Murè P, Spallone M, Mango F, et al. ESG and reputation: The case of sanctioned Italian banks[J]. Corporate Social Responsibility and Environmental Management, 2021, 28(1): 265-277.
[3] Zumente I, Bistrova J. ESG importance for long-term shareholder value creation: Literature vs. practice[J]. Journal of Open Innovation: Technology, Market, and Complexity, 2021, 7(2): 127.
[4] Krakowski S, Luger J, Raisch S. Artificial intelligence and the changing sources of competitive advantage[J]. Strategic Management Journal, 2023, 44(6): 1425-1452.
[5] Giczy A V, Pairolero N A, Toole A A. Identifying artificial intelligence (AI) invention: A novel AI patent dataset[J]. The Journal of Technology Transfer, 2022, 47(2): 476-505.
[6] Chen Y, Wang Y, Zhao C. From riches to digitalization: The role of AMC in overcoming challenges of digital transformation in resource-rich regions[J]. Technological Forecasting and Social Change, 2024, 200: 123153.
[7] Asif M, Searcy C, Castka P. ESG and Industry 5.0: The role of technologies in enhancing ESG disclosure[J]. Technological Forecasting and Social Change, 2023, 195: 122806.
[8] Weber M, Engert M, Schaffer N, et al. Organizational capabilities for ai implementation—coping with inscrutability and data dependency in ai[J]. Information Systems Frontiers, 2023, 25(4): 1549-1569.
[9] Eccles R G, Ioannou I, Serafeim G. The impact of corporate sustainability on organizational processes and performance[J]. Management Science, 2014, 60(11): 2835-2857.
[10] Friede G, Busch T, Bassen A. ESG and financial performance: aggregated evidence from more than 2000 empirical studies[J]. Journal of Sustainable Finance & Investment, 2015, 5(4): 210-233.
[11] Wang N, Pan H, Feng Y, et al. How do ESG practices create value for businesses? Research review and prospects[J]. Sustainability Accounting, Management and Policy Journal, 2024, 15(5): 1155-1177.
[12] Dhaliwal D S, Li O Z, Tsang A, et al. Voluntary nonfinancial disclosure and the cost of equity capital: The initiation of corporate social responsibility reporting[J]. The Accounting Review, 2011, 86(1): 59-100.
[13] Khan M, Serafeim G, Yoon A. Corporate sustainability: First evidence on materiality[J]. The Accounting Review, 2016, 91(6): 1697-1724.
[14] Bansal P, Roth K. Why companies go green: A model of ecological responsiveness[J]. Academy of Management Journal, 2000, 43(4): 717-736.
[15] Eccles R G, Kastrapeli M D, Potter S J. How to integrate ESG into investment decision‐making: Results of a global survey of institutional investors[J]. Journal of Applied Corporate Finance, 2017, 29(4): 125-133.
[16] Rezaee Z. Corporate sustainability: Theoretical and integrated strategic imperative and pragmatic approach[J]. The Journal of Business Inquiry, 2017, 16.
[17] Rönnegard D, Smith N C. A Rawlsian rule for corporate governance[J]. Journal of Business Ethics, 2024, 190(2): 295-308.
[18] Baid V, Jayaraman V. Amplifying and promoting the “S” in ESG investing: the case for social responsibility in supply chain financing[J]. Managerial Finance, 2022, 48(8): 1279-1297.
[19] Füller J, Hutter K, Wahl J, et al. How AI revolutionizes innovation management–Perceptions and implementation preferences of AI-based innovators[J]. Technological Forecasting and Social Change, 2022, 178: 121598.
[20] Charles V, Rana N P, Carter L. Artificial Intelligence for data-driven decision-making and governance in public affairs[J]. Government Information Quarterly, 2022, 39(4): 101742.
[21] Aguinis H, Beltran J R, Cope A. How to use generative AI as a human resource management assistant[J]. Organizational Dynamics, 2024, 53(1): 101029.
[22] Haenlein M, Kaplan A. A brief history of artificial intelligence: On the past, present, and future of artificial intelligence[J]. California Management Review, 2019, 61(4): 5-14.
[23] Mossavar-Rahmani F, Zohuri B. Artificial intelligence at work: Transforming industries and redefining the workforce landscape[J]. Journal of Economics & Management Research, 2024, 5(2): 2-4.
[24] Brynjolfsson E, Mitchell T. What can machine learning do? Workforce implications[J]. Science, 2017, 358(6370): 1530-1534.
[25] Hashem F, Alqatamin R. Role of artificial intelligence in enhancing efficiency of accounting information system and non-financial performance of the manufacturing companies[J]. International Business Research, 2021, 14(12): 1-65.
[26] Tarafdar M, Beath C M, Ross J W. Using AI to enhance business operations[J]. MIT Sloan Management Review, 2019, 60(4).
[27] Salancik G R, Pfeffer J. A social information processing approach to job attitudes and task design[J]. Administrative Science Quarterly, 1978: 224-253.
[28] Larsson S, Heintz F. Transparency in artificial intelligence[J]. Internet Policy Review, 2020, 9(2): 1-16.
[29] Roundy P T, Bayer M A. To bridge or buffer? A resource dependence theory of nascent entrepreneurial ecosystems[J]. Journal of Entrepreneurship in Emerging Economies, 2019, 11(4): 550-575.
[30] Rashid A. Corporatesocial responsibility reporting: meeting stakeholders expectations or efficient allocation of resources?[J]. International Journal of Accounting & Information Management, 2021, 29(2): 280-304.
[31] Ginesti G, Caldarelli A, Zampella A. Exploring the impact of intellectual capital on company reputation and performance[J]. Journal of Intellectual Capital, 2018, 19(5): 915-934.
[32] Adam N A, Alarifi G. Innovation practices for survival of small and medium enterprises (SMEs) in the COVID-19 times: the role of external support[J]. Journal of Innovation and Entrepreneurship, 2021, 10(1): 15.