Executive AI Capability and Strategic ESG Decision-Making: Evidence from Chinese Listed Firms
DOI:
https://doi.org/10.31081/dmame8120251697Keywords:
Executives Artificial Intelligence Ability; ESG Performance; Political Dependence; Redundant Resources; Ownership StructureAbstract
This study investigates the influence of executives’ artificial intelligence (AI) capability on firm-level Environmental, So-cial, and Governance (ESG) outcomes within developing economies, recognising that such dynamics may diverge from those observed in advanced markets. Focusing on China as a representative context, the analysis explores the underlying pathways linking executives’ AI capability with ESG per-formance, while also examining the contingent effects of political dependence dimensions, including resource redun-dancy and ownership structure. Grounded in a strategic deci-sion-making perspective, the study posits that executives’ AI capability primarily informs ESG-oriented managerial judgements and investment allocations, rather than directly determining ESG outcomes. Utilising panel data spanning 2011 to 2023, the findings reveal three key insights. First, executives’ AI capability exerts a positive effect on ESG performance. Second, the presence of redundant resources weakens this relationship, whereas private ownership en-hances it. Third, additional examination shows that execu-tives’ AI capability is positively associated with symbolic environmental performance, but demonstrates no statistically significant linkage with substantive environmental perfor-mance, thereby indicating a strategic trade-off between sym-bolic and substantive ESG engagement. Collectively, these findings contribute to a more nuanced understanding of how managerial competencies at the individual level shape ESG outcomes in developing-country settings, while also offering practical implications for both corporate leaders and policy-makers.
Downloads
References
[1] Abebe, M., & Cha, W. (2018). The effect of firm strategic orientation on corporate philanthropic engagement. Management Decision, 56(3), 515-533. https://doi.org/10.1108/MD-09-2016-0625
[2] Ali, A., Yang, Q., Ali, A., Ali, Z., & Noman, M. (2025). How and when AI-driven capabilities foster organizational sustainability: A moderated mediation analysis of digital literacy and green HRM. International Journal of Information Management, 85, 102956. https://doi.org/10.1016/j.ijinfomgt.2025.102956
[3] Almarayeh, T. (2025). The Impact of ESG Ratings on Financial Performance: Evidence From Developing Economies. Business Strategy and the Environment. https://doi.org/10.1002/bse.70407
[4] Appiah, L. O., & Essuman, D. (2024). How do firms develop and financially benefit from green product innovation in a developing country? Roles of innovation orientation and green marketing innovation. Business Strategy and the Environment, 33(7), 7241-7252. https://doi.org/10.1002/bse.3864
[5] Baldini, M., Maso, L. D., Liberatore, G., Mazzi, F., & Terzani, S. (2018). Role of country-and firm-level determinants in environmental, social, and governance disclosure. Journal of Business Ethics, 150(1), 79-98. https://doi.org/10.1007/s10551-016-3139-1
[6] Bel-Oms, I., Pucheta‐Martínez, M. C., & Gallego‐Álvarez, I. (2025). Do CEO attributes in the energy sector matter in sustainability performance? The moderating role performed by board gender diversity. Corporate Social Responsibility and Environmental Management, 32(3), 3997-4018. https://doi.org/10.1002/csr.3162
[7] Biswas, A., & Roy, M. (2015). Green products: an exploratory study on the consumer behaviour in emerging economies of the East. Journal of Cleaner Production, 87, 463-468. https://doi.org/10.1016/j.jclepro.2014.09.075
[8] Cabreros, D., de la Fuente, G., & Velasco, P. (2024). From dawn to dusk: The relationship between CEO career horizon and ESG engagement. International Review of Financial Analysis, 93, 103200. https://doi.org/10.1016/j.irfa.2024.103200
[9] Chang, H. W., Lin, Y. L., & Wey, W. M. (2024). Advancing Sustainability: Development of an ESG Evaluation Framework for Taiwan's Science Parks. Challenges in Sustainability, 12(4), 255-272. https://doi.org/10.56578/cis120402
[10] Chen, A., Zhao, G., He, Z., & Ma, L. (2025). Reputation of the emerging market companies: does ESG rating help? Journal of Business Ethics. https://doi.org/10.1007/s10551-025-06096-5
[11] Chen, K. X., Erzurumlu, Y. O., Gozgor, G., Lau, C. K. M., & Turkkan, M. (2024). The impact of economic uncertainty on corporate ESG performance: Global evidence. Research in International Business and Finance, 72, 102533. https://doi.org/10.1016/j.ribaf.2024.102533
[12] Dai, Q., He, J., Guo, Z., Zheng, Y., & Zhang, Y. (2025). Green finance for sustainable development: analyzing the effects of green credit on high-polluting firms’ environmental performance. Humanities and Social Sciences Communications, 12(1), 854. https://doi.org/10.1057/s41599-025-05218-8
[13] Luo, X., Zhang, R., & Liu, W. (2022). Environmental legitimacy pressure, political connection and impression management of carbon information disclosure. Carbon Management, 13(1), 90-104. https://doi.org/10.1080/17583004.2021.2022537
[14] Deng, Z., Yan, J., & Van Essen, M. (2018). Heterogeneity of political connections and outward foreign direct investment. International Business Review, 27(4), 893-903. https://doi.org/10.1016/j.ibusrev.2018.02.001
[15] Dieleman, M., & Widjaja, H. (2019). How powerful political ties appropriate resources and how weaker organizations protect themselves: A case study from Indonesia. Asia Pacific Journal of Management, 36(1), 61-86. https://doi.org/10.1007/s10490-018-9563-2
[16] Gao, Y., Liu, S., & Yang, L. (2025). The dynamics of peer influence in corporate ESG practices. International Review of Financial Analysis, 103, 104186. https://doi.org/10.1016/j.irfa.2025.104186
[17] García‐Sánchez, I. M., Aibar‐Guzmán, B., Aibar‐Guzmán, C., & Azevedo, T. C. (2020). CEO ability and sustainability disclosures: The mediating effect of corporate social responsibility performance. Corporate Social Responsibility and Environmental Management, 27(4), 1565-1577. https://doi.org/10.1002/csr.1905
[18] Haefner, N., Wincent, J., Parida, V., & Gassmann, O. (2021). Artificial intelligence and innovation management: A review, framework, and research agenda✰. Technological Forecasting and Social Change, 162, 120392. https://doi.org/10.1016/j.techfore.2020.120392
[19] Hambrick, D. C., & Mason, P. A. (1984). Upper echelons: The organization as a reflection of its top managers. Academy of Management Review, 9(2), 193-206. https://doi.org/10.5465/amr.1984.4277628
[20] Jing, Z., Li, G., Liu, Y., Zhou, J., & Zhou, X. (2024). Changes matter: Digital transformation, resource constraints, and ESG performance in China. Journal of Systems Science and Complexity, 1-29. https://doi.org/10.1007/s11424-024-4064-5
[21] Jaber, M., Sharabati, A. A. A., Nasereddin, A. Y., & Masa'deh, R. (2026). The Impact of Globalization on the Strategic Management Sustainability of the Venture Capital Industry. Challenges in Sustainability, 14(1), 82-105. https://doi.org/10.56578/cis140106
[22] Chen, T., Yang, F., & Zhang, Z. (2025). Environmental, Social and Governance Performance: Can It Resolve Enterprises Overcapacity?. SAGE Open, 15(3), 21582440251351811. https://doi.org/10.1177/21582440251351811
[23] Qi, Z., Zhang, E., Wang, C., & Liu, W. (2022). The power of civilization: The role of civilized cities in corporate ESG performance. Frontiers in Environmental Science, 10, 872592. https://doi.org/10.3389/fenvs.2022.872592
[24] Zhe, L., Wenhan, W., & Yao, W. (2022). Firms’ environmental responsibility performance and government subsidies: Empirical evidence based on text analysis. Journal of Finance and Economics, 48(02), 78-92. https://doi.org/10.16538/j.cnki.jfe.20210812.102.
[25] Zhang, X., Zhao, X., & He, Y. (2022). Does it pay to be responsible? The performance of ESG investing in China. Emerging Markets Finance and Trade, 58(11), 3048-3075. https://doi.org/10.1080/1540496X.2022.2026768
[26] Khoo, J. (2025). Subordinate executives’ confidence and labor investment efficiency. International Review of Economics & Finance, 98, 103896. 10.1016/j.iref.2025.103896
[27] Jiang, L., Chang, Z., Yao, W., Huang, L., & Zhou, S. (2024). Transcend local for global: ESG as a legitimacy signal in the global expansion of emerging multinational enterprises. Finance Research Letters, 69, 106174. https://doi.org/10.1016/j.frl.2024.106174
[28] Kazima, I., Wang, F., Nie, D., & Hussain, M. J. (2025). Can more able CEOs reduce the gap between internal and external CSR disclosures? Revista de Contabilidad-Spanish Accounting Review, 28(1), 84-95. https://doi.org/10.6018/rcsar.557871
[29] Dabbebi, A., Lassoued, N., & Khanchel, I. (2022). Peering through the smokescreen: ESG disclosure and CEO personality. Managerial and Decision Economics, 43(7), 3147-3164. https://doi.org/10.1002/mde.3587
[30] Lei, N., Miao, Q., & Yao, X. (2023). Does the implementation of green credit policy improve the ESG performance of enterprises? Evidence from a quasi-natural experiment in China. Economic Modelling, 127, 106478. https://doi.org/10.1016/j.econmod.2023.106478
[31] Leong, C. K., & Yang, Y. C. (2020). Market competition and firms' social performance. Economic Modelling, 91, 601-612. https://doi.org/10.1016/j.econmod.2019.12.002
[32] Li, G., & Zhong, M. (2025). How do CEO’s green characteristics affect ESG performance? Applied Economics Letters, 32(20), 3021-3026. https://doi.org/10.1080/13504851.2024.2363269
[33] Li, S., & Lu, J. W. (2020). A dual-agency model of firm CSR in response to institutional pressure: Evidence from Chinese publicly listed firms. Academy of Management Journal, 63(6), 2004-2032. https://doi.org/10.5465/amj.2018.0557
[34] Liao, Z., Liu, Y., & Lu, Z. (2023). Market-oriented environmental policies, environmental innovation, and firms’ performance: A grounded theory study and framework. Journal of Environmental Planning and Management, 66(8), 1794-1811. https://doi.org/10.1080/09640568.2022.2042219
[35] Lin, S. W., & Lin, Y. R. (2025). Evaluating CEO hubris effects on sustainable performance in the IC design industry: An integrated dynamic network DEA framework with machine learning. Applied Soft Computing, 185, 113986. https://doi.org/10.1016/j.asoc.2025.113986
[36] Liu, J., Li, J., & Wang, S. (2025). Do Executives with IT Backgrounds Influence the Selection of Corporate Auditors in the Context of Digital Innovation?—An Examination from a Sustainability Perspective. Sustainability, 17(19), 8911. https://doi.org/10.3390/su17198911
[37] Liu, X., Cifuentes-Faura, J., Zhao, S., & Wang, L. (2024). The impact of government environmental attention on firms’ ESG performance: Evidence from China. Research in International Business and Finance, 67, 102124. https://doi.org/10.1016/j.ribaf.2023.102124
[38] Zhang, Z., Zheng, X., Lv, Q., & Meng, X. (2025). How institutional pressures influence corporate greenwashing strategies: Moderating effects of campaign-style environmental enforcement. Journal of Environmental Management, 373, 123914. https://doi.org/10.1016/j.jenvman.2024.123914
[39] Luo, X. R., Wang, D., & Zhang, J. (2017). Whose call to answer: Institutional complexity and firms’ CSR reporting. Academy of Management Journal, 60(1), 321-344. https://doi.org/10.5465/amj.2014.0847
[40] Luo, Y. (2003). Industrial dynamics and managerial networking in an emerging market: The case of China. Strategic Management Journal, 24(13), 1315-1327. https://doi.org/10.1002/smj.363
[41] Marquis, C., & Qian, C. (2014). Corporate social responsibility reporting in China: Symbol or substance? Organization Science, 25(1), 127-148. https://doi.org/10.1287/orsc.2013.0837
[42] He, F., Miao, X., & Wong, C. W. (2025). Unpacking firm political dependence: how administrative hierarchical distance affects corporate environmental information disclosure. Journal of Environmental Planning and Management, 68(12), 2815-2837. https://doi.org/10.1080/09640568.2024.2325043
[43] Martins, H. C. (2022). Competition and ESG practices in emerging markets: Evidence from a difference-in-differences model. Finance Research Letters, 46, 102371. https://doi.org/10.1016/j.frl.2021.102371
[44] Ni, Y., Chen, Z., Li, D., & Yang, S. (2022). Climate risk and corporate tax avoidance: International evidence. Corporate Governance: An International Review, 30(2), 189-211. https://doi.org/10.1111/corg.12398
[45] Pan, X., & Tian, G. G. (2020). Political connections and corporate investments: Evidence from the recent anti-corruption campaign in China. Journal of Banking & Finance, 119, 105108. https://doi.org/10.1016/j.jbankfin.2017.03.005
[46] Pang, X., Egri, C., Lo, C. W. H., & Liu, N. (2025). Why do CSR ratings of firms diverge in China? The role of CSR information cues and non-CSR information. Asia Pacific Journal of Management, 42(3), 1263-1301. https://doi.org/10.1007/s10490-024-09959-z
[47] Peng, D., & Kong, Q. (2024). Corporate green innovation under environmental regulation: The role of ESG ratings and greenwashing. Energy Economics, 140, 107971. https://doi.org/10.1016/j.eneco.2024.107971
[48] Pinski, M., Hofmann, T., & Benlian, A. (2024). AI Literacy for the top management: An upper echelons perspective on corporate AI orientation and implementation ability. Electronic Markets, 34(1), 24. https://doi.org/10.1007/s12525-024-00707-1
[49] Korankye, B., Borah, P. S., Odai, L. A., & Nkgowe, S. T. (2025). Leveraging digital leadership and organizational agility to improve ESG performance through digital transformation. International Journal of Emerging Markets, 1-20. https://doi.org/10.1108/IJOEM-01-2025-0200
[50] Schuler, D. A., & Rehbein, K. (1997). The filtering role of the firm in corporate political involvement. Business & Society, 36(2), 116-139. https://doi.org/10.1177/000765039703600202
[51] Scott, W. R. (1995). Institutions and Organizations. Sage.
[52] Yan, Y., Cheng, Q., Huang, M., Lin, Q., & Lin, W. (2022). Government environmental regulation and corporate ESG performance: evidence from natural resource accountability audits in China. International Journal of Environmental Research and Public Health, 20(1), 447. https://doi.org/10.3390/ijerph20010447
[53] Jermias, J., & Mahmoudian, F. (2024). Investigating the joint effect of competitive strategies and pay gap on ESG performance. Journal of Contemporary Accounting & Economics, 20(2), 100419. 10.1016/j.jcae.2024.100419
[54] Tang, M., Liu, Y., Hu, F., & Wu, B. (2023). Effect of digital transformation on enterprises' green innovation: Empirical evidence from listed companies in China. Energy Economics, 128, 107135. https://doi.org/10.1016/j.eneco.2023.107135
[55] Pei, X., Song, J., Cao, B., Li, T., & Li, N. (2024). Executives’ Political Influence, Green M&A and Green Innovation: Evidence from China’s Heavily Polluting Private Firms. Polish Journal of Environmental Studies, 33(4). https://doi.org/10.15244/pjoes/182855
[56] Gao, Y., Zhang, M., & Hafsi, T. (2025). Catering to their pleasure: female employees and corporate philanthropy. Chinese Management Studies. https://doi.org/10.1108/CMS-12-2024-0951
[57] Tsang, A., Frost, T., & Cao, H. (2023). Environmental, social, and governance (ESG) disclosure: A literature review. The British Accounting Review, 55(1), 101149. https://doi.org/10.1016/j.bar.2022.101149
[58] Christophe, S. E., Hsieh, J., & Lee, H. (2024). Reputation and recency: How do aggressive short sellers assess ESG-Related Information?. Journal of Business Research, 180, 114718. 10.1016/j.jbusres.2024.114718
[59] Liu, B., Wei, H., & Liu, J. (2025). Overseas background executives and enterprise ESG performance-The moderating effect of the executive pay gap. Plos one, 20(5), e0324645. https://doi.org/10.1371/journal.pone.0324645
[60] Wiersma, E. (2017). How and when do firms translate slack into better performance? The British Accounting Review, 49(5), 445-459. https://doi.org/10.1016/j.bar.2017.05.007
[61] Sim, M., & Kim, H. (2025). Measurement validation of a consumer-driven environmental, social, and governance (ESG) index for the airline industry. Journal of Sustainable Tourism, 33(3), 474-499. https://doi.org/10.1080/09669582.2024.2351179
[62] Yang, X., Zhang, K., Gao, P., & Yang, Z. (2025). State-owned shareholders’ participation and environmental, social, and governance performance of private firms: evidence from China. Applied Economics, 57(26), 3503-3524. https://doi.org/10.1080/00036846.2024.2337797
[63] Yu, Z., Farooq, U., Alam, M. M., & Dai, J. (2024). How does environmental, social, and governance (ESG) performance determine investment mix? New empirical evidence from BRICS. Borsa Istanbul Review, 24(3), 520-529. https://doi.org/10.1016/j.bir.2024.02.007
[64] Zahid, R. A., Khan, M. K., Maqsood, U. S., & Nazir, M. (2024). Environmental, social, and governance performance analysis of financially constrained firms: Does executives' managerial ability make a difference?. Managerial and Decision Economics, 45(5), 2751-2766. https://doi.org/10.1002/mde.4161
[65] Zahoor, N., Zopiatis, A., Adomako, S., & Lamprinakos, G. (2023). The micro-foundations of digitally transforming SMEs: How digital literacy and technology interact with managerial attributes. Journal of Business Research, 159, 113755. https://doi.org/10.1016/j.jbusres.2023.113755
[66] Zhang, H., & Wang, B. (2024). Impacts of government ESG policies on corporate green innovation. International Review of Economics & Finance, 94, 103383. https://doi.org/10.1016/j.iref.2024.103383
[67] Nguyen, B., Do, H., & Le, C. (2022). How much state ownership do hybrid firms need for better performance?. Small Business Economics, 59(3), 845-871. https://doi.org/10.1007/s11187-021-00556-8
[68] Zhang, Y., Yang, Z., & Zhang, T. (2018). Strategic resource decisions to enhance the performance of global engineering services. International Business Review, 27(3), 678-700. https://doi.org/10.1016/j.ibusrev.2017.11.004
[69] Ting, I. W. K., Azizan, N. A., Bhaskaran, R. K., & Sukumaran, S. K. (2019). Corporate social performance and firm performance: Comparative study among developed and emerging market firms. Sustainability, 12(1), 26. https://doi.org/10.3390/su12010026
[70] Ma, P., Cui, L., Dong, M., & Liao, Y. C. (2023). Government policy, filial piety, and foreign direct investment. Global Strategy Journal, 13(3), 620-646. https://doi.org/10.1002/gsj.1459
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Decision Making: Applications in Management and Engineering

This work is licensed under a Creative Commons Attribution 4.0 International License.


