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Navigating the impact of environmental uncertainty on AI technology innovation: Managerial sentiment as a mediator

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  • Fang, Ming
  • Chang, Chiu-Lan
  • Lin, Mengling
  • Zheng, Zhiyan

Abstract

This study examines the impact of environmental uncertainty on artificial intelligence technology innovation (AITI) within Chinese listed companies from 2010 to 2022. The study highlights the mediating role of managerial sentiment, showing that increased environmental uncertainty erodes managerial optimism and consequently hinders AITI. Focusing on the impact of environmental uncertainty, we delve into its multifaceted effects on companies' efforts in AITI. The results provide insights for managers and policy makers on how to effectively drive AITI in the face of environmental uncertainty and to inform the development of relevant policies.

Suggested Citation

  • Fang, Ming & Chang, Chiu-Lan & Lin, Mengling & Zheng, Zhiyan, 2025. "Navigating the impact of environmental uncertainty on AI technology innovation: Managerial sentiment as a mediator," Finance Research Letters, Elsevier, vol. 85(PB).
    • Handle: RePEc:eee:finlet:v:85:y:2025:i:pb:s1544612325012206
    DOI: 10.1016/j.frl.2025.107962
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    References listed on IDEAS

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    1. Fan, Joseph P.H. & Wong, T.J. & Zhang, Tianyu, 2007. "Politically connected CEOs, corporate governance, and Post-IPO performance of China's newly partially privatized firms," Journal of Financial Economics, Elsevier, vol. 84(2), pages 330-357, May.
    2. Haefner, Naomi & Wincent, Joakim & Parida, Vinit & Gassmann, Oliver, 2021. "Artificial intelligence and innovation management: A review, framework, and research agenda✰," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    3. Tania Babina & Asaf Bernstein & Filippo Mezzanotti & Holger Mueller, 2023. "Financial Disruptions and the Organization of Innovation: Evidence from the Great Depression," The Review of Financial Studies, Society for Financial Studies, vol. 36(11), pages 4271-4317.
    4. Zhai, Shaoxuan & Liu, Zhenpeng, 2023. "Artificial intelligence technology innovation and firm productivity: Evidence from China," Finance Research Letters, Elsevier, vol. 58(PB).
    5. David Hirshleifer & Angie Low & Siew Hong Teoh, 2012. "Are Overconfident CEOs Better Innovators?," Journal of Finance, American Finance Association, vol. 67(4), pages 1457-1498, August.
    6. Zu, Xu & Ni, Guangxian & Hu, Ruifeng, 2025. "AI technology innovation, knowledge management and corporate environmental sustainability: Evidence from Chinese patent data," Technology in Society, Elsevier, vol. 83(C).
    7. Li, Kaifeng & Xia, Bobo & Chen, Yun & Ding, Ning & Wang, Jie, 2021. "Environmental uncertainty, financing constraints and corporate investment: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 70(C).
    8. Muhammad Arif Khan & Bin Meng & Irfan Ullah, 2025. "Uncertainty and Green Innovation Nexus: The Moderating Influence of Ownership Structure and Product Market Competition," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 32(3), pages 3262-3277, May.
    9. Li, Jing & Nie, Huihua & Ruan, Rui & Shen, Xinyi, 2024. "Subjective perception of economic policy uncertainty and corporate social responsibility: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 91(C).
    10. Julius Tan Gonzales, 2023. "Implications of AI innovation on economic growth: a panel data study," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 12(1), pages 1-37, December.
    11. Wang, Chunlan & Xin, Jianxuan & Sun, Fangfang & Shi, Yan & Du, Yuxuan, 2024. "The effects of manager sentiment in financial disclosure: Perspectives of operational efficiency and market reaction," Finance Research Letters, Elsevier, vol. 64(C).
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    1. Yijian Du & Guoming Hao & Honghui Zhu, 2025. "How Does Participation in AI Standardisation Affect the Sustainable Development of Strategic Emerging Enterprises Under the Background of Uncertainty? Evidence from China," Sustainability, MDPI, vol. 17(17), pages 1-21, August.

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