Analysis of Airline Sentiment Data: Does the social media image reflect real performance?

Haoran Zheng
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Abstract

With the development of social media, increasingly more people express their feelings on social media (such as Twitter), which are a useful source of information e.g. for the airline companies which want to find out what causes negative sentiment about them and try to improve the communicated weaknesses. This paper aims to find out the variation in sentiment towards different airlines and check whether the Twitter perception of airlines reflects their “real” performances. The result suggests that Delta and Southwest airlines have a relatively good reputation, while US Airways has a bad reputation. By examining the reasons for negative sentiment, we find that Twitter ranking reflects the "real" ranking based on the Department of Transportation data closely for mishandled luggage and canceled flights, but considerably less closely for delayed flights. This demonstrates that Twitter can provide a good reflection of reality, but this is not always the case.
航空公司情绪数据分析:社交媒体形象是否反映真实业绩?
随着社交媒体的发展,越来越多的人在社交媒体(如Twitter)上表达自己的感受,这是一个有用的信息来源,例如航空公司想要找出什么原因导致对他们的负面情绪,并试图改善沟通的弱点。本文旨在找出对不同航空公司的情绪差异,并检查航空公司的Twitter感知是否反映了他们的“真实”表现。结果表明,达美航空和西南航空公司的声誉相对较好,而全美航空公司的声誉较差。通过检查负面情绪的原因,我们发现Twitter排名反映了基于交通部数据的“真实”排名,这些数据与行李处理不当和航班取消密切相关,但与航班延误的密切程度要低得多。这表明Twitter可以很好地反映现实,但情况并非总是如此。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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