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
相关论文
共 50 条
  • [1] What drives reputational risk? Evidence from textual risk disclosures in financial statements
    Xiaoqian Zhu
    Yinghui Wang
    Jianping Li
    Humanities and Social Sciences Communications, 9
  • [2] What drives reputational risk? Evidence from textual risk disclosures in financial statements
    Zhu, Xiaoqian
    Wang, Yinghui
    Li, Jianping
    HUMANITIES & SOCIAL SCIENCES COMMUNICATIONS, 2022, 9 (01):
  • [3] Comprehensive identification of operational risk factors based on textual risk disclosures
    Wang, Yinghui
    Li, Guowen
    Li, Jianping
    Zhu, Xiaoqian
    6TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2018, 139 : 136 - 143
  • [4] Identification and Analysis of Financial Technology Risk Factors Based on Textual Risk Disclosures
    Wei, Lu
    Deng, Yuqi
    Huang, Jie
    Han, Chen
    Jing, Zhongbo
    JOURNAL OF THEORETICAL AND APPLIED ELECTRONIC COMMERCE RESEARCH, 2022, 17 (02): : 590 - 612
  • [5] Identification and evolution analysis of important risks in insurance industry based on the textual risk disclosures in financial reports
    Li B.
    Wang Y.
    Zhu X.
    Li J.
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2022, 42 (02): : 333 - 344
  • [6] Do textual risk disclosures reveal corporate risk? Evidence from US fintech corporations
    Wei, Lu
    Jing, Haozhe
    Huang, Jie
    Deng, Yuqi
    Jing, Zhongbo
    ECONOMIC MODELLING, 2023, 127
  • [7] Firm Risk Identification Through Topic Analysis of Textual Financial Disclosures
    Zhu, Xiaodi
    Yang, Steve Y.
    Moazeni, Somayeh
    PROCEEDINGS OF 2016 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2016,
  • [8] Simultaneously Discovering and Quantifying Risk Types from Textual Risk Disclosures
    Bao, Yang
    Datta, Anindya
    MANAGEMENT SCIENCE, 2014, 60 (06) : 1371 - 1391
  • [9] Measuring Risk Premiums Using Financial Reports and Actuarial Disclosures
    Zimmermann, Jochen
    Veith, Stefan
    Schymczyk, Johannes
    GENEVA PAPERS ON RISK AND INSURANCE-ISSUES AND PRACTICE, 2015, 40 (02): : 209 - 231
  • [10] Measuring Risk Premiums Using Financial Reports and Actuarial Disclosures
    Jochen Zimmermann
    Stefan Veith
    Johannes Schymczyk
    The Geneva Papers on Risk and Insurance - Issues and Practice, 2015, 40 : 209 - 231