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Tapping into the green potential: The power of artificial intelligence adoption in corporate green innovation drive

Author

Listed:
  • Murtaza Hussain
  • Shaohua Yang
  • Umer Sahil Maqsood
  • R. M. Ammar Zahid

Abstract

In response to growing environmental challenges, there is an urgent need to understand how corporations can leverage new technologies to boost sustainability and eco‐innovation. This study addresses this need by investigating Artificial Intelligence adoption (AIA) influence on green innovation (greenovation) performance among Chinese firms as China's expanding digital economy and severe ecological pressures make it unique study context. Specifically, panel data on 8722 firm‐year observations from Chinese listed firms from 2008 to 2017 is analyzed to test the relationship. The main findings show that higher AIA is associated with increased greenovation, measured through green patents. This positive effect is more pronounced among privately‐owned enterprises versus state‐owned enterprises. Additionally, financial analysts are found to strengthen the AI‐greennovation link through information dissemination and scrutiny. Importantly, the study findings are robust and validated through a battery of tests, including change regression, instrumental variable methods, propensity score match (PSM), and sysGMM. Overall, this study provides novel empirical evidence that AI holds promise as an enabler of corporate eco‐innovation. The findings have crucial implications for research and practice regarding leveraging digital technologies for sustainability, especially in emerging economies like China that is undergoing rapid technological change.

Suggested Citation

  • 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.
    • Handle: RePEc:bla:bstrat:v:33:y:2024:i:5:p:4375-4396
    DOI: 10.1002/bse.3710
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    as
    1. Andrei Shleifer, 1998. "State versus Private Ownership," Journal of Economic Perspectives, American Economic Association, vol. 12(4), pages 133-150, Fall.
    2. Arzi Adbi & Ajay Bhaskarabhatla & Chirantan Chatterjee, 2020. "Stakeholder Orientation and Market Impact: Evidence from India," Journal of Business Ethics, Springer, vol. 161(2), pages 479-496, January.
    3. Mariani, Marcello M. & Fosso Wamba, Samuel, 2020. "Exploring how consumer goods companies innovate in the digital age: The role of big data analytics companies," Journal of Business Research, Elsevier, vol. 121(C), pages 338-352.
    4. Youngjin Yoo & Richard J. Boland & Kalle Lyytinen & Ann Majchrzak, 2012. "Organizing for Innovation in the Digitized World," Organization Science, INFORMS, vol. 23(5), pages 1398-1408, October.
    5. Wagner, Marcus, 2007. "On the relationship between environmental management, environmental innovation and patenting: Evidence from German manufacturing firms," Research Policy, Elsevier, vol. 36(10), pages 1587-1602, December.
    6. Amore, Mario Daniele & Bennedsen, Morten, 2016. "Corporate governance and green innovation," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 54-72.
    7. Adam B. Jaffe & Karen Palmer, 1997. "Environmental Regulation And Innovation: A Panel Data Study," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 610-619, November.
    8. Shiliang Hu & Wenhao Dong & Yongchun Huang, 2023. "Analysts’ Green Coverage and Corporate Green Innovation in China: The Moderating Effect of Corporate Environmental Information Disclosure," Sustainability, MDPI, vol. 15(7), pages 1-22, March.
    9. Mariani, Marcello M. & Machado, Isa & Magrelli, Vittoria & Dwivedi, Yogesh K., 2023. "Artificial intelligence in innovation research: A systematic review, conceptual framework, and future research directions," Technovation, Elsevier, vol. 122(C).
    10. Yasir Shahab & Collins G. Ntim & Yugang Chen & Farid Ullah & Hai‐Xia Li & Zhiwei Ye, 2020. "Chief executive officer attributes, sustainable performance, environmental performance, and environmental reporting: New insights from upper echelons perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 29(1), pages 1-16, January.
    11. Boycko, Maxim & Shleifer, Andrei & Vishny, Robert W, 1996. "A Theory of Privatisation," Economic Journal, Royal Economic Society, vol. 106(435), pages 309-319, March.
    12. Wu, Junfeng & Liu, Baohua & Zeng, Yongliang & Luo, Hong, 2022. "Good for the firm, good for the society? Causal evidence of the impact of equity incentives on a firm's green investment," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 435-449.
    13. Wu, Keping & Fu, Yumei & Kong, Dongmin, 2022. "Does the digital transformation of enterprises affect stock price crash risk?," Finance Research Letters, Elsevier, vol. 48(C).
    14. Xiaofeng Quan & Yun Ke & Yuting Qian & Yao Zhang, 2023. "CEO Foreign Experience and Green Innovation: Evidence from China," Journal of Business Ethics, Springer, vol. 182(2), pages 535-557, January.
    15. Klaus Rennings & Christian Rammer, 2011. "The Impact of Regulation-Driven Environmental Innovation on Innovation Success and Firm Performance," Industry and Innovation, Taylor & Francis Journals, vol. 18(3), pages 255-283.
    16. Jiang, Kangqi & Du, Xinyi & Chen, Zhongfei, 2022. "Firms' digitalization and stock price crash risk," International Review of Financial Analysis, Elsevier, vol. 82(C).
    17. Gan, Jiawu & Liu, Lihua & Qiao, Gang & Zhang, Qin, 2023. "The role of robot adoption in green innovation: Evidence from China," Economic Modelling, Elsevier, vol. 119(C).
    18. Gerard George & Ryan K. Merrill & Simon J. D. Schillebeeckx, 2021. "Digital Sustainability and Entrepreneurship: How Digital Innovations Are Helping Tackle Climate Change and Sustainable Development," Entrepreneurship Theory and Practice, , vol. 45(5), pages 999-1027, September.
    19. George Kassinis & Alexia Panayiotou & Andreas Dimou & Georgia Katsifaraki, 2016. "Gender and Environmental Sustainability: A Longitudinal Analysis," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 23(6), pages 399-412, November.
    20. Pan, Xia & Cheng, Wenyin & Gao, Yuning, 2022. "The impact of privatization of state-owned enterprises on innovation in China: A tale of privatization degree," Technovation, Elsevier, vol. 118(C).
    21. 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).
    22. Dayuan Li & Min Huang & Shenggang Ren & Xiaohong Chen & Lutao Ning, 2018. "Environmental Legitimacy, Green Innovation, and Corporate Carbon Disclosure: Evidence from CDP China 100," Journal of Business Ethics, Springer, vol. 150(4), pages 1089-1104, July.
    23. Pengyu Chen & Yuanyuan Hao, 2022. "Digital transformation and corporate environmental performance: The moderating role of board characteristics," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(5), pages 1757-1767, September.
    24. Kakatkar, Chinmay & Bilgram, Volker & Füller, Johann, 2020. "Innovation analytics: Leveraging artificial intelligence in the innovation process," Business Horizons, Elsevier, vol. 63(2), pages 171-181.
    25. Xiaojun Sun & Jing Tang & Shilong Li, 2022. "Promote Green Innovation in Manufacturing Enterprises in the Aspect of Government Subsidies in China," IJERPH, MDPI, vol. 19(13), pages 1-16, June.
    26. Victor Chen & Jing Li & Daniel Shapiro & Xiaoxiang Zhang, 2014. "Ownership structure and innovation: An emerging market perspective," Asia Pacific Journal of Management, Springer, vol. 31(1), pages 1-24, March.
    27. Ching-Hsun Chang, 2011. "The Influence of Corporate Environmental Ethics on Competitive Advantage: The Mediation Role of Green Innovation," Journal of Business Ethics, Springer, vol. 104(3), pages 361-370, December.
    28. Tao Kong & RenJi Sun & Guanglin Sun & Youtao Song, 2022. "Effects of Digital Finance on Green Innovation considering Information Asymmetry: An Empirical Study Based on Chinese Listed Firms," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(15), pages 4399-4411, December.
    29. Lv, Chengchao & Shao, Changhua & Lee, Chien-Chiang, 2021. "Green technology innovation and financial development: Do environmental regulation and innovation output matter?," Energy Economics, Elsevier, vol. 98(C).
    30. Lin, Chen & Lin, Ping & Song, Frank, 2010. "Property rights protection and corporate R&D: Evidence from China," Journal of Development Economics, Elsevier, vol. 93(1), pages 49-62, September.
    31. Kindermann, Bastian & Beutel, Sebastian & Garcia de Lomana, Gonzalo & Strese, Steffen & Bendig, David & Brettel, Malte, 2021. "Digital orientation: Conceptualization and operationalization of a new strategic orientation," European Management Journal, Elsevier, vol. 39(5), pages 645-657.
    32. Huang, Yuanyuan & Xie, En & Li, Yu & Reddy, K.S., 2017. "Does state ownership facilitate outward FDI of Chinese SOEs? Institutional development, market competition, and the logic of interdependence between governments and SOEs," International Business Review, Elsevier, vol. 26(1), pages 176-188.
    33. McGuinness, Paul B. & Vieito, João Paulo & Wang, Mingzhu, 2017. "The role of board gender and foreign ownership in the CSR performance of Chinese listed firms," Journal of Corporate Finance, Elsevier, vol. 42(C), pages 75-99.
    34. Di Vaio, Assunta & Palladino, Rosa & Hassan, Rohail & Escobar, Octavio, 2020. "Artificial intelligence and business models in the sustainable development goals perspective: A systematic literature review," Journal of Business Research, Elsevier, vol. 121(C), pages 283-314.
    35. Yang, Jinghao & Chen, Siyu, 2023. "Corporate financialization, digitalization and green innovation: A panel investigation on Chinese listed firms," Innovation and Green Development, Elsevier, vol. 2(3).
    36. Bendig, David & Schulz, Colin & Theis, Lukas & Raff, Stefan, 2023. "Digital orientation and environmental performance in times of technological change," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    37. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    38. Li, Ganglei & Shao, Yunfei, 2023. "How do top management team characteristics affect digital orientation? Exploring the internal driving forces of firm digitalization," Technology in Society, Elsevier, vol. 74(C).
    39. Hu, Guoqiang & Wang, Xiaoqi & Wang, Yu, 2021. "Can the green credit policy stimulate green innovation in heavily polluting enterprises? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 98(C).
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