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Applying sentiment analytics to examine social media crises: a case study of United Airline's crisis in 2017

机译:运用情绪分析研究社会联合航空公司的媒体危机:一个案例研究2017年危机

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Purpose In recent years, social media crises occurred more and more often, which negatively affect the reputations of individuals, businesses and communities. During each crisis, numerous users either participated in online discussion or widely spread crisis-related information to their friends and followers on social media. By applying sentiment analysis to study a social media crisis of airline carriers, the purpose of this research is to help companies take measure against social media crises. Design/methodology/approach This study used sentiment analytics to examine a social media crisis related to airline carriers. The arousal, valence, negative, positive and eight emotional sentiments were applied to analyze social media data collected from Twitter. Findings This research study found that social media sentiment analysis is useful to monitor public reaction after a social media crisis arises. The sentiment results are able to reflect the development of social media crises quite well. Proper and timely response strategies to a crisis can mitigate the crisis through effective communication with the customers and the public. Originality/value This study used the Affective Norms of English Words (ANEW) dictionary to classify the words in social media data and assigned the words with two elements to measure the emotions: valence and arousal. The intensity of the sentiment determines the public reaction to a social media crisis. An opinion-oriented information system is proposed as a solution for resolving a social media crisis in the paper.
机译:目的近年来,社会媒体的危机发生越来越频繁,这是不利的影响个人的声誉,业务和社区。用户或参加在线讨论他们广泛传播危机信息在社交媒体朋友和追随者。运用情绪分析研究一个社会航空母舰,媒体危机的目的这项研究是帮助企业采取措施对社交媒体的危机。设计/方法/方法本研究使用情绪分析研究社会媒体危机相关的航空母舰。价,消极的,积极的和8个情感情绪被应用于分析社交媒体收集的数据来自Twitter。研究发现,社交媒体的情绪分析监控公众的反应是很有用的社交媒体危机后出现。结果能够反映的发展社交媒体危机很好。对危机反应策略可以减轻通过有效的沟通与危机客户和公众。研究使用的情感规范英语单词(重新)字典分类词的社会媒体数据和分配有两个元素测量情绪:价唤起。决定了公众对社会媒体危机。提出了解决社会作为解决方案媒体危机。

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