IDEAS home Printed from https://ideas.repec.org/a/eee/pacfin/v92y2025ics0927538x25001593.html

Can artificial intelligence mitigate corporate fraud? Exploring the influence of institutional cross-holdings and financial misallocation

Author

Listed:
  • Qi, Yu
  • Su, Hang

Abstract

This study examines the impact of artificial intelligence on corporate fraud among Chinese A-share listed firms from 2005 to 2021. It also explores the mediating role of institutional cross-holdings and the moderating role of financial misallocation. Utilizing firm-fixed effect models, the findings indicate that artificial intelligence significantly reduces corporate fraud. Further analyses reveal that institutional cross-holdings partially mediate the relationship between artificial intelligence and corporate fraud, suggesting that artificial intelligence not only directly diminishes fraud but also enhances supervision by attracting institutional cross-holdings. While financial misallocation does not moderate AI's direct effect on corporate fraud or the indirect pathway through institutional cross-holdings' second half, it negatively moderates the first half of the indirect pathway. These results remain robust after conducting various robustness and endogeneity tests. This study provides evidence of AI's corporate governance effects and offers important implications for companies and policymakers aiming to invest in artificial intelligence to mitigate fraud.

Suggested Citation

  • Qi, Yu & Su, Hang, 2025. "Can artificial intelligence mitigate corporate fraud? Exploring the influence of institutional cross-holdings and financial misallocation," Pacific-Basin Finance Journal, Elsevier, vol. 92(C).
  • Handle: RePEc:eee:pacfin:v:92:y:2025:i:c:s0927538x25001593
    DOI: 10.1016/j.pacfin.2025.102822
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927538X25001593
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.pacfin.2025.102822?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    2. Yang Bao & Bin Ke & Bin Li & Y. Julia Yu & Jie Zhang, 2020. "Detecting Accounting Fraud in Publicly Traded U.S. Firms Using a Machine Learning Approach," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 58(1), pages 199-235, March.
    3. Wei, Xu & Chen, Yongwei & Zhou, Mohan & Zhou, Yi, 2016. "SOE preference and credit misallocation: A model and some evidence from China," Economics Letters, Elsevier, vol. 138(C), pages 38-41.
    4. Li, Quan & Chen, Huimin & Chen, Yang & Xiao, Tong & Wang, Li, 2023. "Digital economy, financing constraints, and corporate innovation," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    5. Agrawal, Ajay & Gans, Joshua S. & Goldfarb, Avi, 2019. "Exploring the impact of artificial Intelligence: Prediction versus judgment," Information Economics and Policy, Elsevier, vol. 47(C), pages 1-6.
    6. Zach Y. Brown & Alexander MacKay, 2023. "Competition in Pricing Algorithms," American Economic Journal: Microeconomics, American Economic Association, vol. 15(2), pages 109-156, May.
    7. Liang, Quanxi & Gao, Wenlian & Xie, Hongji, 2022. "Do foreign investors deter corporate fraud? Evidence from China," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 92-111.
    8. Rui Xiang & Wenyan Zhu, 2023. "Academic independent directors and corporate fraud: evidence from China," Asia-Pacific Journal of Accounting & Economics, Taylor & Francis Journals, vol. 30(2), pages 285-303, March.
    9. Douglas Cumming & Lars Hornuf & Moein Karami & Denis Schweizer, 2023. "Disentangling Crowdfunding from Fraudfunding," Journal of Business Ethics, Springer, vol. 182(4), pages 1103-1128, February.
    10. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    11. Koh, Ping-Sheng, 2007. "Institutional investor type, earnings management and benchmark beaters," Journal of Accounting and Public Policy, Elsevier, vol. 26(3), pages 267-299.
    12. Murphy, Pamela R., 2012. "Attitude, Machiavellianism and the rationalization of misreporting," Accounting, Organizations and Society, Elsevier, vol. 37(4), pages 242-259.
    13. He, Jie (Jack) & Huang, Jiekun & Zhao, Shan, 2019. "Internalizing governance externalities: The role of institutional cross-ownership," Journal of Financial Economics, Elsevier, vol. 134(2), pages 400-418.
    14. Jeremy Bertomeu & Edwige Cheynel & Eric Floyd & Wenqiang Pan, 2021. "Using machine learning to detect misstatements," Review of Accounting Studies, Springer, vol. 26(2), pages 468-519, June.
    15. Santhosh Ramalingegowda & Steven Utke & Yong Yu, 2021. "Common Institutional Ownership and Earnings Management," Contemporary Accounting Research, John Wiley & Sons, vol. 38(1), pages 208-241, March.
    16. David Rezza Baqaee & Emmanuel Farhi, 2020. "Productivity and Misallocation in General Equilibrium," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 105-163.
    17. Cao, Sean Shun & Jiang, Wei & Lei, Lijun (Gillian) & Zhou, Qing (Clara), 2024. "Applied AI for finance and accounting: Alternative data and opportunities," Pacific-Basin Finance Journal, Elsevier, vol. 84(C).
    18. Sullivan, Yulia & Fosso Wamba, Samuel, 2024. "Artificial intelligence and adaptive response to market changes: A strategy to enhance firm performance and innovation," Journal of Business Research, Elsevier, vol. 174(C).
    19. Hui, Kai Wai & Nelson, Karen K. & Yeung, P. Eric, 2016. "On the persistence and pricing of industry-wide and firm-specific earnings, cash flows, and accruals," Journal of Accounting and Economics, Elsevier, vol. 61(1), pages 185-202.
    20. Lu, Pu & Wang, Yong & Li, Bing, 2024. "Short selling and corporate financial fraud: Empirical evidence from China," International Review of Economics & Finance, Elsevier, vol. 89(PA), pages 1569-1582.
    21. Luo, Jinbo & Ni, Xiaoran & Tian, Gary Gang, 2020. "Short selling and corporate tax avoidance: Insights from a financial constraint view," Pacific-Basin Finance Journal, Elsevier, vol. 61(C).
    22. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    23. Jing Zhao & Liang Zhu, 2023. "Does Network Embeddedness Deter Corporate Fraud? Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(9), pages 2906-2927, July.
    24. Su, Fei & Guan, Mengyao & Liu, Yujie & Liu, Jia, 2024. "ESG performance and corporate fraudulence: Evidence from China," International Review of Financial Analysis, Elsevier, vol. 93(C).
    25. Qiu, Jiayu & Deng, Xinxia & Liang, Rui, 2024. "Can the enterprise intelligent transformation promote accounting information transparency? Pressure from media attention," Finance Research Letters, Elsevier, vol. 66(C).
    26. Xin Xu & Feng Xiong & Zhe An, 2023. "Using Machine Learning to Predict Corporate Fraud: Evidence Based on the GONE Framework," Journal of Business Ethics, Springer, vol. 186(1), pages 137-158, August.
    27. Neuhann, Daniel & Sockin, Michael, 2024. "Financial market concentration and misallocation," Journal of Financial Economics, Elsevier, vol. 159(C).
    28. Yunwei Li & Wenjing Long & Xiao Ning & Yumeng Zhu & Yifan Guo & Zhou Huang & Yu Hao, 2022. "How can China's sustainable development be damaged in consequence of financial misallocation? Analysis from the perspective of regional innovation capability," Business Strategy and the Environment, Wiley Blackwell, vol. 31(7), pages 3649-3668, November.
    29. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
    30. Aiping Wang & Rui Han, 2024. "Can digital transformation prohibit corporate fraud? Empirical evidence from China," Applied Economics Letters, Taylor & Francis Journals, vol. 31(16), pages 1505-1512, September.
    31. Kang, Jun-Koo & Luo, Juan & Na, Hyun Seung, 2018. "Are institutional investors with multiple blockholdings effective monitors?," Journal of Financial Economics, Elsevier, vol. 128(3), pages 576-602.
    32. Oesterreich, Thuy Duong & Anton, Eduard & Teuteberg, Frank & Dwivedi, Yogesh K, 2022. "The role of the social and technical factors in creating business value from big data analytics: A meta-analysis," Journal of Business Research, Elsevier, vol. 153(C), pages 128-149.
    33. Toni M. Whited & Jake Zhao, 2021. "The Misallocation of Finance," Journal of Finance, American Finance Association, vol. 76(5), pages 2359-2407, October.
    34. Jie (Jack) He & Jiekun Huang, 2017. "Product Market Competition in a World of Cross-Ownership: Evidence from Institutional Blockholdings," The Review of Financial Studies, Society for Financial Studies, vol. 30(8), pages 2674-2718.
    35. Ivy Munoko & Helen L. Brown-Liburd & Miklos Vasarhelyi, 2020. "The Ethical Implications of Using Artificial Intelligence in Auditing," Journal of Business Ethics, Springer, vol. 167(2), pages 209-234, November.
    36. Zhou, Zhongsheng & Li, Zhuo, 2023. "Corporate digital transformation and trade credit financing," Journal of Business Research, Elsevier, vol. 160(C).
    37. Frederik von Briel & Per Davidsson & Jan Recker, 2018. "Digital Technologies as External Enablers of New Venture Creation in the IT Hardware Sector," Entrepreneurship Theory and Practice, , vol. 42(1), pages 47-69, January.
    38. Alexander Dyck & Adair Morse & Luigi Zingales, 2024. "How pervasive is corporate fraud?," Review of Accounting Studies, Springer, vol. 29(1), pages 736-769, March.
    39. Qin Gou & Yiping Huang & Jianguo Xu, 2018. "Does ownership matter in access to bank credit in China?," The European Journal of Finance, Taylor & Francis Journals, vol. 24(16), pages 1409-1427, November.
    40. Chen, Donghua & Chen, Yinying & Li, Oliver Zhen & Ni, Chenkai, 2018. "Foreign residency rights and corporate fraud," Journal of Corporate Finance, Elsevier, vol. 51(C), pages 142-163.
    41. Breuer, Wolfgang & Müller, Torbjörn & Rosenbach, David & Salzmann, Astrid, 2018. "Corporate social responsibility, investor protection, and cost of equity: A cross-country comparison," Journal of Banking & Finance, Elsevier, vol. 96(C), pages 34-55.
    42. Wilbur Chen & Suraj Srinivasan, 2024. "Going digital: implications for firm value and performance," Review of Accounting Studies, Springer, vol. 29(2), pages 1619-1665, June.
    43. Yousha Liang & Kang Shi & Lisheng Wang & Juanyi Xu, 2017. "Local Government Debt and Firm Leverage: Evidence from China," Asian Economic Policy Review, Japan Center for Economic Research, vol. 12(2), pages 210-232, July.
    44. Zhang, Yi & Liu, Tianxiang & Li, Weiping, 2024. "Corporate fraud detection based on linguistic readability vector: Application to financial companies in China," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    45. Wu, Fang & Cao, June & Zhang, Xiaosan, 2023. "Do non-executive employees matter in curbing corporate financial fraud?," Journal of Business Research, Elsevier, vol. 163(C).
    46. An, Heng & Zhang, Ting, 2013. "Stock price synchronicity, crash risk, and institutional investors," Journal of Corporate Finance, Elsevier, vol. 21(C), pages 1-15.
    47. Zhong, Xi & Ren, Liuyang & Song, Tiebo, 2021. "Different effects of internal and external tournament incentives on corporate financial misconduct: Evidence from China," Journal of Business Research, Elsevier, vol. 134(C), pages 329-341.
    48. Sun, Guanglin & Li, Ting & Ai, Yongfang & Li, Qinghai, 2023. "Digital finance and corporate financial fraud," International Review of Financial Analysis, Elsevier, vol. 87(C).
    49. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    50. Kim, Y. Han (Andy) & Park, Junho & Shin, Hojong, 2022. "CEO facial masculinity, fraud, and ESG: Evidence from South Korea," Emerging Markets Review, Elsevier, vol. 53(C).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yuanhe Du & Tianhang Liu & Wei Shang & Jia Li, 2025. "Research on the Impact of Artificial Intelligence on Urban Green Energy Efficiency: An Empirical Test Based on Neural Network Models," Sustainability, MDPI, vol. 17(16), pages 1-47, August.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Zhen & Tang, Xudong & Wang, Yanying, 2025. "Punish one, teach a hundred: The impact of punishments on ex-post misconduct of unpunished firms," International Review of Financial Analysis, Elsevier, vol. 104(PB).
    2. Sun, Guanglin & Ling, Zhencheng & Li, Yanru & Xie, Chang, 2025. "Artificial intelligence and financial fraud," Pacific-Basin Finance Journal, Elsevier, vol. 93(C).
    3. Ziwei Wang & Chunfeng Wang & Zhenming Fang, 2024. "Learning from Failures of Co-owned Firms: Common Ownership and Information Disclosure Fraud," Journal of Business Ethics, Springer, vol. 195(1), pages 95-119, November.
    4. Fengguang Lyu & Zhiping Zhang & Guangxin Fu & Zhangxin (Frank) Liu & Sirimon Treepongkaruna, 2024. "Multiple shareholding institutional investors and green governance of heavy‐polluting industries," Business Strategy and the Environment, Wiley Blackwell, vol. 33(4), pages 3569-3587, May.
    5. Yin, Lei & Sun, Guanglin & Kong, Tao, 2025. "Regional big data development and corporate financial fraud," Pacific-Basin Finance Journal, Elsevier, vol. 90(C).
    6. Tang, Xudong & Jia, Yang & Li, Rui, 2024. "Common institutional ownership types and corporate innovation: A taxonomy based on whether the investees are in the same industry," Pacific-Basin Finance Journal, Elsevier, vol. 86(C).
    7. Liu, Wenhua & Sun, Bohong & Zhao, Lili & Zhu, Pingheng, 2025. "Does common ownership affect stock price synchronicity?," Research in International Business and Finance, Elsevier, vol. 77(PB).
    8. Hou, Canran & Liu, Huan, 2023. "Institutional cross-ownership and stock price crash risk," Research in International Business and Finance, Elsevier, vol. 65(C).
    9. Licheng Zheng & Delong Luo & Ruiqing Jiang & Xiaoyong Lu, 2025. "The Strategy of Speculative Innovation: the Result of Capital Misallocation and Defective Incentive Policy," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(3), pages 12317-12363, September.
    10. Anting Li & Jianqiong Wang & Yaru Yang, 2026. "Dose common institutional ownership constrain tunneling?," Review of Managerial Science, Springer, vol. 20(4), pages 1193-1228, April.
    11. Yang, Jinkun & Wang, Hai & Hou, Congcong & Fu, Shaozheng, 2025. "Governance or collusion? Shareholders' network and corporate ESG greenwashing," International Review of Financial Analysis, Elsevier, vol. 107(C).
    12. Dai, Jingwen & Xu, Rong & Zhu, Tianqi & Lu, Chao, 2024. "Common institutional ownership and opportunistic insider selling: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 88(C).
    13. Zhang, Han & Li, Minghui & Yang, Yujie, 2024. "Does common institutional ownership constrain related party transactions? Evidence from China," International Review of Economics & Finance, Elsevier, vol. 93(PB), pages 1015-1042.
    14. Ziwei Wang & Chunfeng Wang & Zhenming Fang, 2023. "Common institutional ownership and corporate misconduct," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(1), pages 102-136, January.
    15. Liu, Xutang & Boubaker, Sabri & Liao, Jing & Yao, Shouyu, 2025. "The rise of common state ownership and corporate environmental performance," The British Accounting Review, Elsevier, vol. 57(5).
    16. Xiaohui Wu & Yumin Li & Chong Feng, 2023. "Green innovation peer effects in common institutional ownership networks," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(2), pages 641-660, March.
    17. Xu, Tianli & Xu, Longbing & Zhu, Siyuan, 2023. "Common ownership and executive pay-for-performance sensitivity: Evidence from China," Research in International Business and Finance, Elsevier, vol. 65(C).
    18. Wang, Mansi & Yu, Xinxin & Hong, Xinyi & Yang, Xiaotao, 2025. "Can digital finance promote green innovation collaboration in enterprises?," Global Finance Journal, Elsevier, vol. 65(C).
    19. Yao, Rongrong & Xiao, Min, 2025. "Common ownership and corporate violations: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 94(C).
    20. He, Jia & Shen, Xixi, 2024. "Institutional investor cross-ownership networks and green innovation: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 96(PB).

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:pacfin:v:92:y:2025:i:c:s0927538x25001593. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/pacfin .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.