How does the pandemic change operational risk? Evidence from textual risk disclosures in financial reports

被引:8
|
作者
Wang, Yinghui [1 ,2 ,3 ]
Chang, Yanpeng [2 ,3 ,4 ]
Li, Jianping [1 ,5 ]
机构
[1] Univ Chinese Acad Sci, Sch Econ & Management, 3 Nanyitiao Alley, Beijing 100190, Peoples R China
[2] Chinese Acad Sci, Inst Sci, 15 Beiyitiao Alley, Beijing 100190, Peoples R China
[3] Chinese Acad Sci, Inst Dev, 15 Beiyitiao Alley, Beijing 100190, Peoples R China
[4] Univ Chinese Acad Sci, Sch Publ Policy & Management, 19A Yuquan Rd, Beijing 100049, Peoples R China
[5] Univ Chinese Acad Sci, MOE Social Sci Lab Digital Econ Forecasts & Polic, 3 Nanyitiao Alley, Beijing 100190, Peoples R China
来源
JOURNAL OF OPERATIONAL RISK | 2022年 / 17卷 / 03期
基金
中国国家自然科学基金;
关键词
operational risk; Covid-19; text mining; risk factor; Form; 10-K; BANKS; MODEL;
D O I
10.21314/JOP.2022.017
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This paper studies how the Covid-19 pandemic changed the operational risk profiles of the financial industry. We find that the textual risk disclosures in financial reports contain abundant information on operational risk. A text mining method is introduced to analyze changes in operational risk in an innovative way based on a massive textual data set of financial institutions' textual risk disclosures, which aggregates senior managers' risk perceptions of the whole financial industry. Based on 4624 financial reports released by 1330 financial institutions from 2017 to 2020, this empirical study finds that operational risk remained the most prominent major risk type after the outbreak of Covid-19, and that disclosures of operational risk increased by 5.19% compared with the samples from before the outbreak. The drivers of operational risk also changed, with significant increases in disclosure of litigation risk, transaction modes and product and service problems as a proportion of total disclosures. In addition, two emerging operational risk drivers identified during the pandemic are data safeguarding and goodwill impairment. Our findings could help financial institutions and regulators to identify and manage the critical drivers of operational risk during a future pandemic.
引用
收藏
页码:1 / 24
页数:24
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