Measuring the differentiation and decentralization of managers' risk attention and their impacts

Ling Zhou, Zongrun Wang, Jianxin Wang
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Abstract

AbstractManagers' attention to different risk factors conveys important information to investors. This paper examines the association between managers' risk attention allocation schemes and the performance of firms across different sectors. We innovatively use the text mining approach to measure the differentiation and decentralization of risk attention from textual risk disclosures reported in 65,878 10-K statements. The results show significant sector heterogeneity in managers' attention to different risk topics. For the consumer goods sector, managers with differentiated and decentralized topics can improve the company's profitability and solvency. In contrast, managers in the financial and healthcare sectors need to maintain topic attention concentration. In addition, we find that managers' attention to product approval, system security, and business impact has gradually increased over time to adapt to the internet economic environment.Keywords: Risk factorstopic attentiontext mining10-K statementssector heterogeneity Disclosure statementNo potential conflict of interest was reported by the author(s).Notes1 SEC (2010). Form 10-K instructions. www.sec.gov/about/forms/form10-k.pdf.Additional informationFundingThis study was supported by the National Natural Science Foundation of China [Nos. 72091515]. Notes on contributorsLing ZhouLing Zhou, Ph.D., postdoctoral fellow at Central South University, mainly focuses on causal inference, policy analysis, and text analysis.Zongrun WangZongrun Wang, Professor of Central South University, the head of major and key projects of the National Natural Science Foundation of China, the head of the Applied Economics discipline at Central South University. have long been committed to researching risk management technologies and methods in the field of data analysis and management science, with a particular focus on risk measurement, integration, and decision-making theories and methods, actively carry out academic research and practical work on financial engineering and risk management technology methods.Jianxin WangJianxin Wang is an Associate Professor at Central South University. He received his PhD in Economics from George Mason University and his PhD in Management Science and Engineering from Central South University. His research interests include behavioral economics, experimental economics, and behavioral finance, with a special focus on behavioral economics of alcohol intoxication. He has published in PNAS, Journal of Corporate Finance, Experimental Economics, Journal of Economic Behavior & Organization and Economics Letters.
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衡量管理者风险注意力的分化和分散及其影响
摘要管理者对不同风险因素的关注向投资者传递了重要信息。本文考察了管理者的风险注意力分配方案与不同行业企业绩效之间的关系。我们创新地使用文本挖掘方法来衡量65,878份10-K报表中报告的文本风险披露的风险注意的差异性和分散性。结果显示,管理者对不同风险主题的关注存在显著的行业异质性。对于消费品行业来说,主题差异化和分散化的管理者可以提高公司的盈利能力和偿付能力。相比之下,金融和医疗保健行业的管理者需要保持话题注意力的集中。此外,我们发现随着时间的推移,管理者对产品审批、系统安全性和业务影响的关注逐渐增加,以适应互联网经济环境。关键词:风险因素话题关注文本挖掘10- k报表行业异质性披露报表作者未报告潜在利益冲突。注1 SEC(2010)。填写10-K表格说明。本研究由国家自然科学基金资助[no . 72091515]。周玲,中南大学博士后,博士,主要研究方向为因果推理、政策分析、文本分析。王宗润,中南大学教授,国家自然科学基金重大重点项目负责人,中南大学应用经济学学科带头人。长期致力于数据分析与管理科学领域风险管理技术与方法的研究,尤其关注风险度量、整合与决策的理论与方法,积极开展金融工程与风险管理技术方法的学术研究与实践工作。王建新,中南大学副教授。他在乔治梅森大学获得经济学博士学位,在中南大学获得管理科学与工程博士学位。他的研究兴趣包括行为经济学、实验经济学和行为金融学,特别关注酒精中毒的行为经济学。曾发表于PNAS、Journal of Corporate Finance、Experimental Economics、Journal of Economic Behavior & Organization和Economics Letters。
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