Top executives' emotional stability and firm risk-taking: A machine learning-based study

IF 4.8 2区 经济学 Q1 BUSINESS, FINANCE
Jintong Guo, Rui Ding, Ziyi Zhang, Min Zhang
{"title":"Top executives' emotional stability and firm risk-taking: A machine learning-based study","authors":"Jintong Guo,&nbsp;Rui Ding,&nbsp;Ziyi Zhang,&nbsp;Min Zhang","doi":"10.1016/j.pacfin.2025.102679","DOIUrl":null,"url":null,"abstract":"<div><div>This study shows that executive personality traits play an important role in firm risk-taking. We introduce a novel videometric measure of executives' emotional stability using a video-based machine learning method. We validate this by providing evidence consistent with the neuroscience literature that older and male executives are more emotionally stable. We find that emotionally stable executives are more receptive to risk-taking. This effect is primarily driven by the emotional regulation towards negative moods. The positive relation between emotional stability and corporate risk-taking is prominent when executives face greater capital market pressure. Firms led by emotionally stable executives have fewer cash holdings, greater leverage, and higher investment expenditure. In addition, we find that executives' emotional stability increases firm financial performance. Overall, this study sheds light on executive personality antecedents of firm-level outcomes, and provides insights into measuring emotional stability in large-scale studies.</div></div>","PeriodicalId":48074,"journal":{"name":"Pacific-Basin Finance Journal","volume":"90 ","pages":"Article 102679"},"PeriodicalIF":4.8000,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Pacific-Basin Finance Journal","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0927538X25000162","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0

Abstract

This study shows that executive personality traits play an important role in firm risk-taking. We introduce a novel videometric measure of executives' emotional stability using a video-based machine learning method. We validate this by providing evidence consistent with the neuroscience literature that older and male executives are more emotionally stable. We find that emotionally stable executives are more receptive to risk-taking. This effect is primarily driven by the emotional regulation towards negative moods. The positive relation between emotional stability and corporate risk-taking is prominent when executives face greater capital market pressure. Firms led by emotionally stable executives have fewer cash holdings, greater leverage, and higher investment expenditure. In addition, we find that executives' emotional stability increases firm financial performance. Overall, this study sheds light on executive personality antecedents of firm-level outcomes, and provides insights into measuring emotional stability in large-scale studies.
求助全文
约1分钟内获得全文 求助全文
来源期刊
Pacific-Basin Finance Journal
Pacific-Basin Finance Journal BUSINESS, FINANCE-
CiteScore
6.80
自引率
6.50%
发文量
157
期刊介绍: The Pacific-Basin Finance Journal is aimed at providing a specialized forum for the publication of academic research on capital markets of the Asia-Pacific countries. Primary emphasis will be placed on the highest quality empirical and theoretical research in the following areas: • Market Micro-structure; • Investment and Portfolio Management; • Theories of Market Equilibrium; • Valuation of Financial and Real Assets; • Behavior of Asset Prices in Financial Sectors; • Normative Theory of Financial Management; • Capital Markets of Development; • Market Mechanisms.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信