Emojis and stock returns

IF 1.9 Q2 BUSINESS, FINANCE
Felix Reschke, Jan-Oliver Strych
{"title":"Emojis and stock returns","authors":"Felix Reschke, Jan-Oliver Strych","doi":"10.1108/rbf-09-2022-0215","DOIUrl":null,"url":null,"abstract":"Purpose The authors explore how the sentiment expressed by emojis in comments on stocks is associated with the stocks' subsequent returns. Design/methodology/approach By applying our own analyzer, the authors find a sentiment effect of emojis on stocks returns separately to the plain text-expressed sentiment in Reddit posts about meme stocks such as Gamestop during the Covid-19 pandemic. Findings The authors document that a one-standard deviation change in emoji sentiment magnitude measured as the quantity of positive emoji sentiment posts over the previous hour is associated with an 0.06% (annualized: 109.2%) one-hour abnormal stock return compared to a mean of 0.03% (annualized: 54.6%). If the stock exhibits a higher intra-hour volatility, a proxy for uninformed noise trading, this relation is more pronounced and even stronger compared to stock return's relation to plain text sentiment. Research limitations/implications The authors are not able to show causation that is open to future research. It also remains an open question how emojis impact market price efficiency. Practical implications Emojis are positively related to stock returns in addition to plain text-expressed content if they are discussed heavily by retail investors in Internet boards such as Reddit. Social implications Shared emotions expressed by emojis might have an influence on how disconnected individuals make homogeneous decisions. This argument might explain our found relation of emojis and stock returns. Originality/value So, the study findings provide empirical evidence that emojis in Reddit posts convey information on future short-term stocks returns distinct from information expressed in plain text, in the case of volatile stocks, with a higher magnitude.","PeriodicalId":44559,"journal":{"name":"Review of Behavioral Finance","volume":"180 1","pages":"0"},"PeriodicalIF":1.9000,"publicationDate":"2023-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Review of Behavioral Finance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/rbf-09-2022-0215","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: 1

Abstract

Purpose The authors explore how the sentiment expressed by emojis in comments on stocks is associated with the stocks' subsequent returns. Design/methodology/approach By applying our own analyzer, the authors find a sentiment effect of emojis on stocks returns separately to the plain text-expressed sentiment in Reddit posts about meme stocks such as Gamestop during the Covid-19 pandemic. Findings The authors document that a one-standard deviation change in emoji sentiment magnitude measured as the quantity of positive emoji sentiment posts over the previous hour is associated with an 0.06% (annualized: 109.2%) one-hour abnormal stock return compared to a mean of 0.03% (annualized: 54.6%). If the stock exhibits a higher intra-hour volatility, a proxy for uninformed noise trading, this relation is more pronounced and even stronger compared to stock return's relation to plain text sentiment. Research limitations/implications The authors are not able to show causation that is open to future research. It also remains an open question how emojis impact market price efficiency. Practical implications Emojis are positively related to stock returns in addition to plain text-expressed content if they are discussed heavily by retail investors in Internet boards such as Reddit. Social implications Shared emotions expressed by emojis might have an influence on how disconnected individuals make homogeneous decisions. This argument might explain our found relation of emojis and stock returns. Originality/value So, the study findings provide empirical evidence that emojis in Reddit posts convey information on future short-term stocks returns distinct from information expressed in plain text, in the case of volatile stocks, with a higher magnitude.
表情符号和股票回报
目的探讨表情符号在股票评论中表达的情绪与股票随后的收益之间的关系。设计/方法/方法通过应用我们自己的分析工具,作者发现,表情符号对股票回报的情绪影响,与新冠疫情期间Reddit帖子中关于Gamestop等表情包股票的纯文本表达情绪不同。研究结果表明,表情符号情绪大小的一个标准差变化(即前一小时内积极表情符号情绪帖子的数量)与0.06%(年化:109.2%)的一小时异常股票回报相关,而平均值为0.03%(年化:54.6%)。如果股票表现出较高的小时内波动,这是不知情噪音交易的代理,与股票回报与纯文本情绪的关系相比,这种关系更加明显,甚至更强。研究局限性/启示:作者无法显示未来研究开放的因果关系。表情符号如何影响市场价格效率也是一个悬而未决的问题。实际意义:除了纯文本表达的内容外,如果散户投资者在Reddit等互联网论坛上大量讨论表情符号,那么表情符号与股票收益呈正相关。表情符号所表达的共同情绪可能会影响不联系的个体如何做出同质的决定。这个论点或许可以解释我们发现的表情符号和股票回报之间的关系。因此,研究结果提供了实证证据,表明Reddit帖子中的表情符号传达的未来短期股票收益信息不同于纯文本表达的信息,在波动股票的情况下,其幅度更高。
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
Review of Behavioral Finance
Review of Behavioral Finance BUSINESS, FINANCE-
CiteScore
4.70
自引率
5.00%
发文量
44
期刊介绍: Review of Behavioral Finance publishes high quality original peer-reviewed articles in the area of behavioural finance. The RBF focus is on Behavioural Finance but with a very broad lens looking at how the behavioural attributes of the decision makers influence the financial structure of a company, investors’ portfolios, and the functioning of financial markets. High quality empirical, experimental and/or theoretical research articles as well as well executed literature review articles are considered for publication in the journal.
×
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