Sentiment Analysis of COVID-19 Pandemic on the Stock Market

Q4 Business, Management and Accounting American Business Review Pub Date : 2021-05-18 DOI:10.37625/ABR.24.1.141-165
Prajwal Eachempati, Praveen Ranjan Srivastava, P. Panigrahi
{"title":"Sentiment Analysis of COVID-19 Pandemic on the Stock Market","authors":"Prajwal Eachempati, Praveen Ranjan Srivastava, P. Panigrahi","doi":"10.37625/ABR.24.1.141-165","DOIUrl":null,"url":null,"abstract":"COVID-19 is a dreadful infectious disease, morphed into an economic crisis causing extensive and longstanding ramifications across global markets. Investors continue to hear about COVID-19 and its impact in one corner of the globe or the other for a long time. Though the effects of COVID19 started in December 2019 in Wuhan, China, global markets did not respond actively till W.H.O officially declared on March 11, 2020, that the COVID19 outbreak is a global pandemic. These multi-channel events have eroded investor sentiment, tanking the global stock markets. This article uses a machine learning approach to Twitter to analyze and follow investor sentiment that has guided the market to the new low during the first 150 days of the COVID-19 era. The only respite for recovery of financial markets is the lowering of COVID-19 infected cases for the time being till a vaccine is developed for the virus.","PeriodicalId":34785,"journal":{"name":"American Business Review","volume":"49 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"American Business Review","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.37625/ABR.24.1.141-165","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Business, Management and Accounting","Score":null,"Total":0}
引用次数: 5

Abstract

COVID-19 is a dreadful infectious disease, morphed into an economic crisis causing extensive and longstanding ramifications across global markets. Investors continue to hear about COVID-19 and its impact in one corner of the globe or the other for a long time. Though the effects of COVID19 started in December 2019 in Wuhan, China, global markets did not respond actively till W.H.O officially declared on March 11, 2020, that the COVID19 outbreak is a global pandemic. These multi-channel events have eroded investor sentiment, tanking the global stock markets. This article uses a machine learning approach to Twitter to analyze and follow investor sentiment that has guided the market to the new low during the first 150 days of the COVID-19 era. The only respite for recovery of financial markets is the lowering of COVID-19 infected cases for the time being till a vaccine is developed for the virus.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
新冠肺炎疫情对股市的情绪分析
COVID-19是一种可怕的传染病,已演变成一场经济危机,对全球市场造成了广泛和长期的影响。很长一段时间以来,投资者不断听到COVID-19及其在全球某个角落的影响。2019年12月,新冠肺炎疫情在中国武汉开始产生影响,但直到世界卫生组织于2020年3月11日正式宣布新冠肺炎疫情为全球大流行,全球市场才做出积极反应。这些多渠道事件侵蚀了投资者情绪,拖累了全球股市。本文使用Twitter的机器学习方法来分析和跟踪投资者情绪,这些情绪在COVID-19时代的前150天引导市场跌至新低。金融市场恢复的唯一喘息之机是在新冠病毒疫苗开发出来之前,暂时减少新冠病毒感染病例。
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 去求助
来源期刊
American Business Review
American Business Review Business, Management and Accounting-Business, Management and Accounting (miscellaneous)
CiteScore
1.00
自引率
0.00%
发文量
13
审稿时长
8 weeks
期刊最新文献
Asset Returns and Economic Uncertainty: A Cross-Country Analysis Establishing New Links Between HRM Practices and Knowledge Workers’ Retention in Healthcare Sector: Knowledge Sharing Generating Moderating Effects Urban Unemployment Duration Analysis in Post-Reform China A New Look at the Connectedness Between Energy and Metal Markets Using a Novel Approach Equity Returns Around Extreme Loss: A Stochastic Event Approach
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1