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Can independent directors identify the company’s risk of financial fraud: Evidence from predicting financial fraud based on machine learning

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成果类型:
期刊论文
作者:
Yunjing Liu;Bin Wu;Min Zhang
作者机构:
[Yunjing Liu; Min Zhang] School of Business, Renmin University of China, Beijing, China
[Bin Wu] School of Economics and Business Administration, Central China Normal University, Wuhan, China
语种:
英文
关键词:
Financial fraud;independent director;board voting;machine learning
期刊:
China Journal of Accounting Studies
ISSN:
2169-7213
年:
2023
卷:
11
期:
3
页码:
465-492
机构署名:
本校为通讯机构
院系归属:
经济与工商管理学院
摘要:
Combining the company’s risk of financial fraud predicted by the machine learning method and unique Chinese data of board voting, this study investigates whether independent directors can identify the company’s risk of financial fraud. We find that independent directors are more likely to express dissenting opinions on board’s financial-related proposals when the company has a higher risk of financial fraud; this impact is more pronounced when independent directors have more financial backgrounds or higher reputations. Further study shows th...

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