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Can artificial intelligence assist banks in improving city entrepreneurship?

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  • Wang, Daoping
  • Liang, Yaxi
  • Shen, Xinyan

Abstract

This study explores how bank-based artificial intelligence (AI) promotes city-level entrepreneurship through enhanced credit availability. Using AI-related keywords from bank annual reports and branch distribution data, we develop a city-level bank AI index. Empirical results indicate a positive association between bank AI adoption and entrepreneurship, especially in northern China, large cities, and cities characterized by strong human capital, advanced industrial structures, high gross domestic product per capita, and substantial government intervention. Robustness and endogeneity tests confirm this relationship. Mechanism analysis further reveals that AI-driven credit expansion by banks facilitates city entrepreneurial activity.

Suggested Citation

  • Wang, Daoping & Liang, Yaxi & Shen, Xinyan, 2025. "Can artificial intelligence assist banks in improving city entrepreneurship?," Finance Research Letters, Elsevier, vol. 83(C).
  • Handle: RePEc:eee:finlet:v:83:y:2025:i:c:s1544612325009791
    DOI: 10.1016/j.frl.2025.107721
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    1. Wang, Shaofeng & Zhang, Hao, 2024. "Green entrepreneurship success in the age of generative artificial intelligence: The interplay of technology adoption, knowledge management, and government support," Technology in Society, Elsevier, vol. 79(C).
    2. Ma, Shuang & Wu, Xi & Gan, Li, 2019. "Credit accessibility, institutional deficiency and entrepreneurship in China," China Economic Review, Elsevier, vol. 54(C), pages 160-175.
    3. Guarascio, Dario & Reljic, Jelena & Stöllinger, Roman, 2025. "Diverging paths: AI exposure and employment across European regions," Structural Change and Economic Dynamics, Elsevier, vol. 73(C), pages 11-24.
    4. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    5. Evans, David S & Jovanovic, Boyan, 1989. "An Estimated Model of Entrepreneurial Choice under Liquidity Constraints," Journal of Political Economy, University of Chicago Press, vol. 97(4), pages 808-827, August.
    6. Dehejia, Rajeev & Gupta, Nandini, 2022. "Financial Development and Micro-Entrepreneurship," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 57(5), pages 1834-1861, August.
    7. Paulson, Anna L. & Townsend, Robert, 2004. "Entrepreneurship and financial constraints in Thailand," Journal of Corporate Finance, Elsevier, vol. 10(2), pages 229-262, March.
    8. Schäfer, Dorothea & Talavera, Oleksandr & Weir, Charlie, 2011. "Entrepreneurship, windfall gains and financial constraints: Evidence from Germany," Economic Modelling, Elsevier, vol. 28(5), pages 2174-2180, September.
    9. Bonney, Kathryn & Breaux, Cory & Buffington, Catherine & Dinlersoz, Emin & Foster, Lucia & Goldschlag, Nathan & Haltiwanger, John & Kroff, Zachary & Savage, Keith, 2024. "The impact of AI on the workforce: Tasks versus jobs?," Economics Letters, Elsevier, vol. 244(C).
    10. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    11. Sandra E. Black & Philip E. Strahan, 2002. "Entrepreneurship and Bank Credit Availability," Journal of Finance, American Finance Association, vol. 57(6), pages 2807-2833, December.
    12. Xie, Mengmeng & Ding, Lin & Xia, Yan & Guo, Jianfeng & Pan, Jiaofeng & Wang, Huijuan, 2021. "Does artificial intelligence affect the pattern of skill demand? Evidence from Chinese manufacturing firms," Economic Modelling, Elsevier, vol. 96(C), pages 295-309.
    13. Ma, Hongmei & Gao, Qian & Li, Xiuzhen & Zhang, Yun, 2022. "AI development and employment skill structure: A case study of China," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 242-254.
    14. Wang Daoping & Liu Yangjingzhuo & Xu Yuxuan & Liu Linlin, 2022. "Fintech, Macroprudential Supervision and Systematic Risk in China’s Banks," China Finance and Economic Review, De Gruyter, vol. 11(4), pages 110-129, December.
    15. Shepherd, Dean A. & Majchrzak, Ann, 2022. "Machines augmenting entrepreneurs: Opportunities (and threats) at the Nexus of artificial intelligence and entrepreneurship," Journal of Business Venturing, Elsevier, vol. 37(4).
    16. Michael Gofman & Zhao Jin, 2024. "Artificial Intelligence, Education, and Entrepreneurship," Journal of Finance, American Finance Association, vol. 79(1), pages 631-667, February.
    17. Yang, Chih-Hai, 2022. "How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan," Research Policy, Elsevier, vol. 51(6).
    18. Mutascu, Mihai, 2021. "Artificial intelligence and unemployment: New insights," Economic Analysis and Policy, Elsevier, vol. 69(C), pages 653-667.
    19. Allen N. Berger & Asli Demirgüč-Kunt & Joseph G. Haubrich & Ross Levine, 2004. "Introduction: Bank concentration and competition: an evolution in the making," Proceedings, Federal Reserve Bank of Cleveland, pages 433-451.
    20. Guarascio, Dario & Reljic, Jelena, 2025. "AI and employment in Europe," Economics Letters, Elsevier, vol. 247(C).
    21. Berger, Allen N, et al, 2004. "Bank Concentration and Competition: An Evolution in the Making," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(3), pages 433-451, June.
    22. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    23. Ni Qin & Dongmin Kong, 2022. "Access to Credit and Entrepreneurship: Evidence from China," Economic Development and Cultural Change, University of Chicago Press, vol. 71(1), pages 295-331.
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