Impact of MD&A sentiment on corporate investment in developing economies: Chinese evidence

IF 2.3 Q2 BUSINESS, FINANCE
E. Fedorova, P. Drogovoz, A. Nevredinov, Polina Kazinina, Cai Qitan
{"title":"Impact of MD&A sentiment on corporate investment in developing economies: Chinese evidence","authors":"E. Fedorova, P. Drogovoz, A. Nevredinov, Polina Kazinina, Cai Qitan","doi":"10.1108/ara-08-2021-0151","DOIUrl":null,"url":null,"abstract":"PurposeThe goal of the study is to examine the effects of management discussion and analysis (MD&A) sentiment in public companies' annual reports on corporate investment incentives in developing economies.Design/methodology/approachThe authors use sentiment analysis of MD&A texts based on Loughran and McDonald (2011) and combination of panel data regression, logit model and random forest. The text data consists of 3,511 annual reports of Chinese listed companies for the period from 2010 to 2019.FindingsThis paper provides empirical evidence of signaling theory that sentiment of annual reports and MD&A influences corporate decisions on both M&A and internal investments. The authors found that comparing to annual reports MD&A sentiment has more stable and significant explanatory and predictive power.Practical implicationsThis paper confirms the importance of MD&A sentiment for corporate investment decision taking and provides practical techniques for analysts and researchers to study corporate investment incentives from the point of view of signaling theory.Originality/valueThe study aims to expand the domains of signaling theory and corporate investment valuation by including a broader range of data on companies' M&A and internal investments in developing economies. To explore the impact of MD&A sentiment on corporate investment, a state-of-the-art set of text mining and machine learning techniques is used. The authors' results confirm that MD&A has signaling effect and can get a positive market response. Furthermore, this study enhances the empirical evidence of overconfidence theory, i.e. optimistic management whose MD&A tend to positive overestimates the management's investments decision and also underestimate the potential risk to the firm.","PeriodicalId":8562,"journal":{"name":"Asian Review of Accounting","volume":null,"pages":null},"PeriodicalIF":2.3000,"publicationDate":"2022-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Asian Review of Accounting","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/ara-08-2021-0151","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0

Abstract

PurposeThe goal of the study is to examine the effects of management discussion and analysis (MD&A) sentiment in public companies' annual reports on corporate investment incentives in developing economies.Design/methodology/approachThe authors use sentiment analysis of MD&A texts based on Loughran and McDonald (2011) and combination of panel data regression, logit model and random forest. The text data consists of 3,511 annual reports of Chinese listed companies for the period from 2010 to 2019.FindingsThis paper provides empirical evidence of signaling theory that sentiment of annual reports and MD&A influences corporate decisions on both M&A and internal investments. The authors found that comparing to annual reports MD&A sentiment has more stable and significant explanatory and predictive power.Practical implicationsThis paper confirms the importance of MD&A sentiment for corporate investment decision taking and provides practical techniques for analysts and researchers to study corporate investment incentives from the point of view of signaling theory.Originality/valueThe study aims to expand the domains of signaling theory and corporate investment valuation by including a broader range of data on companies' M&A and internal investments in developing economies. To explore the impact of MD&A sentiment on corporate investment, a state-of-the-art set of text mining and machine learning techniques is used. The authors' results confirm that MD&A has signaling effect and can get a positive market response. Furthermore, this study enhances the empirical evidence of overconfidence theory, i.e. optimistic management whose MD&A tend to positive overestimates the management's investments decision and also underestimate the potential risk to the firm.
并购情绪对发展中经济体企业投资的影响:中国证据
目的本研究的目的是检验上市公司年度报告中管理层讨论和分析情绪对发展中经济体企业投资激励的影响。设计/方法论/方法作者使用基于Loughran和McDonald(2011)的MD&A文本的情感分析,并结合面板数据回归、logit模型和随机森林。文本数据包括2010年至2019年3511份中国上市公司年报。本文提供了信号理论的实证证据,表明年报和并购情绪影响企业并购和内部投资决策。作者发现,与年报相比,MD&A情绪具有更稳定、更显著的解释力和预测力。实际含义本文证实了MD&A情绪对企业投资决策的重要性,并为分析师和研究人员从信号理论的角度研究企业投资激励提供了实用的技术。独创性/价值该研究旨在通过纳入更广泛的发展中经济体公司并购和内部投资数据,扩展信号理论和公司投资估值的领域。为了探索MD&A情绪对企业投资的影响,使用了一套最先进的文本挖掘和机器学习技术。作者的研究结果证实了MD&A具有信号效应,可以获得积极的市场反应。此外,本研究增强了过度自信理论的实证证据,即乐观管理层的MD&A倾向于积极高估管理层的投资决策,也低估了企业的潜在风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Asian Review of Accounting
Asian Review of Accounting BUSINESS, FINANCE-
CiteScore
3.20
自引率
25.00%
发文量
32
期刊介绍: Covering various fields of accounting, Asian Review of Accounting publishes research papers, commentary notes, review papers and practitioner oriented articles that address significant international issues as well as those that focus on Asia Pacific in particular.Coverage includes but is not limited to: -Financial accounting -Managerial accounting -Auditing -Taxation -Accounting information systems -Social and environmental accounting -Accounting education Perspectives or viewpoints arising from regional, national or international focus, a private or public sector information need, or a market-perspective or social and environmental perspective are greatly welcomed. Manuscripts that present viewpoints should address issues of wide interest among accounting scholars internationally and those in Asia Pacific in particular.
×
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