Topic and sentiment analysis of crisis communications about the COVID-19 pandemic in Twitter's tourism hashtags.

Orly Carvache-Franco, Mauricio Carvache-Franco, Wilmer Carvache-Franco, Kevin Iturralde
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引用次数: 7

Abstract

The purpose of this paper was to assess Twitter as a means of communication during tourism crises with the following objectives: (a) identify the topics that are discussed, (b) establish the text sentiment, and (c) determine the differences in gender regarding the topics under discussion and the text sentiment. The data were collected from Twitter between March and April 2020. Using big data software, this study extracted 123,868 tweets globally in different languages through the Twitter API of popular tourism hashtags. Two techniques were applied: word association and sentiment analysis. The results show that the communication made through Tweets has the characteristics of a crisis communication related to the effects of the COVID-19 pandemic in the tourism industry. The theoretical contribution of the research is that Twitter in social media is an effective means of communication during pandemic crises and contributes to reducing negative perceptions and adverse effects of the tourism crises in companies and destinations. The practical contribution of the research is that Twitter can be used as a means of communication helping the communication strategies of companies and organizations.

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推特旅游标签中关于新冠肺炎大流行的危机传播的主题和情绪分析。
本文的目的是评估推特作为旅游危机期间的一种沟通手段,目的如下:(a)确定讨论的主题,(b)建立文本情感,以及(c)确定讨论主题和文本情感的性别差异。这些数据是在2020年3月至4月期间从推特上收集的。本研究利用大数据软件,通过热门旅游话题标签的推特API,提取了全球123868条不同语言的推文。应用了两种技术:单词联想和情感分析。结果表明,通过推特进行的传播具有与新冠肺炎疫情对旅游业影响相关的危机传播特征。该研究的理论贡献是,社交媒体中的推特是疫情危机期间的一种有效沟通手段,有助于减少公司和目的地对旅游危机的负面看法和不利影响。该研究的实际贡献是,推特可以作为一种沟通手段,帮助公司和组织制定沟通策略。
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