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

Xin Tian (Information Technology, Kennesaw State University, Marietta, Georgia, USA)
Wu He (Old Dominion University, Norfolk, Virginia, USA)
Feng-Kwei Wang (Tunghai University, Taichung, Taiwan)

Data Technologies and Applications

ISSN: 2514-9288

Article publication date: 28 May 2021

Issue publication date: 18 January 2022

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Abstract

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.

Keywords

Citation

Tian, X., He, W. and Wang, F.-K. (2022), "Applying sentiment analytics to examine social media crises: a case study of United Airline's crisis in 2017", Data Technologies and Applications, Vol. 56 No. 1, pp. 1-23. https://doi.org/10.1108/DTA-09-2018-0087

Publisher

:

Emerald Publishing Limited

Copyright © 2021, Emerald Publishing Limited

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