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Does artificial intelligence mitigate climate change exposure?

Journal of Banking & Finance 2026 183, 107623 open access
Despite the growing integration of artificial intelligence (AI) into business models, studies of its impact on corporate climate change exposure remain scarce. Through an examination of AI-related innovations among US-listed firms from 2001 to 2019, we present compelling evidence that AI innovation effectively mitigates firms’ climate change exposure. In particular, it reduces firms’ exposure to regulatory and physical risks related to climate change through improved carbon management efficiency, with computer vision and control and planning being the most effective types in this context. Our findings are particularly pronounced for mature firms and those facing greater regulatory intervention. The results withstand rigorous tests that address endogeneity concerns. Our study provides strong support for firms to adopt AI innovations to achieve carbon neutrality, contributing to the ongoing discourse regarding AI trade-offs. Our findings also offer valuable insights into the development of climate risk mitigation strategies.

Carbon management ability and climate risk exposure: An international investigation

Journal of Banking & Finance 2025 173, 107415 open access
Using a large international sample of firms, we examine the relation between carbon management ability (CMA) and firm-level climate risk exposure. We find that CMA is negatively associated with climate risk exposure. More importantly, we show that firms with high-CMA managers tend to achieve a reduction in climate risk exposure through enhancing regulatory compliance (evidenced by fewer stakeholder rights violations), reducing environmental, social, and governance-related controversies, investing in research and development, undertaking more investment in environmental initiatives, and cultivating a favorable corporate culture. Cross-sectional analyses indicate that the negative association between CMA and climate risk exposure is stronger for firms in carbon-intensive sectors and firms with a dedicated corporate sustainability committee. Further, we reveal that CMA exerts a greater influence on climate risk exposure in stakeholder-oriented countries and in countries that have signed the Paris Agreement. Finally, we reveal that firms with high-CMA managers tend to have better financial performance. Overall, our findings indicate that CMA plays a crucial role in driving firms towards more sustainable and responsible business practices, leading to better corporate performance and enhanced corporate reputation.