4.7 Article

Analytics of social media data-State of characteristics and application

Journal

JOURNAL OF BUSINESS RESEARCH
Volume 144, Issue -, Pages 1064-1076

Publisher

ELSEVIER SCIENCE INC
DOI: 10.1016/j.jbusres.2022.02.016

Keywords

Social media analytics; Social media analysis; Social media data; Social media monitoring; Social media listening; Literature review

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This study provides an in-depth overview of research analyzing social media data since 2017 through an extensive literature review of 94 papers. The findings reveal that there is a lack of clear definitions and common applications for social media data. The main research domains include marketing, hospitality and tourism, disaster management, and disruptive technology. Twitter is the primary source of analyzed social media data, with sentiment and content analysis being the prevailing methods. Additionally, half of the studies include practical implications, and future areas for high-quality research are suggested.
The spread and use of social networks provide a rich data source that can be used to answer a wide range of research questions from various disciplines. However, the nature of social media data poses a challenge to the analysis. The aim of this study is to provide an in-depth overview of the research that analyzes social media data since 2017. An extensive literature review based on 94 papers led to the findings that clear definitions are neither established nor commonly applied. Predominant research domains include marketing, hospitality and tourism, disaster management, and disruptive technology. The majority of analyzed social media data are taken from Twitter. Sentiment and content analysis are the current prevailing methods. Half of the studies include practical implications. Based on the literature review, clear definitions are provided, and future avenues for high-quality research are suggested.

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