Systematic Literature Review on Customer Emotions in Social Media
Madhala, P., Jussila, J., Aramo-Immonen, H., & Suominen, A. (2018). Systematic Literature Review on Customer Emotions in Social Media. In V. Cunnane, & N. Corcoran (Eds.), ECSM 2018 : Proceedings of the 5th European Conference on Social Media (pp. 154-162). Academic Conferences and Publishing International Limited.
Päivämäärä
2018Tekijänoikeudet
© the Authors, 2018.
Customers are human beings who express their emotions openly on social media platforms. There is a wealth of
social media data that companies can make use of to improve their business decision making and tailor their marketing
strategies. In order to benefit from this, organizations need to apply computational methods, which can save time and
effort rather than applying traditional consumer research approaches, such as surveys or interviews. The purpose of this
study is to investigate existing computational studies on detecting consumer emotions from social media data. We
conducted a systematic literature review on articles published in ScienceDirect, IEEE Explore, ACM Digital Library, and
Emerald Insight from the period 2009-2017. The aim was to discover how social media data was extracted, how large
datasets were used in detecting emotions, the type of computational methods used, and the accuracy of the results
obtained from the existing studies. Most of the studies were focused on sentiment analysis and different machine learning
algorithms. The computational methods were applied in business decision making and marketing functions. Practical
scenarios included emotion detection in customer reviews and sentiment analysis of retail brands. Based on these studies,
we have uncovered situations where the results of the analysis are either sufficiently accurate or supportive for decision
making. We provide recommendations for organizations and managers on developing their resources to make use of
different computational methods for emotion and sentiment detection. Finally, we present the limitations of these
methods and provide recommendations for aligning future research studies toward big social data analytics on customer
emotions.
...
Julkaisija
Academic Conferences and Publishing International LimitedEmojulkaisun ISBN
978-1-911218-84-5Konferenssi
European Conference on Social MediaKuuluu julkaisuun
ECSM 2018 : Proceedings of the 5th European Conference on Social MediaAsiasanat
Julkaisu tutkimustietojärjestelmässä
https://converis.jyu.fi/converis/portal/detail/Publication/28153502
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