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User-Generated Tweets about Global Green Brands: A Sentiment Analysis Approach

Author

Listed:
  • Saba Resnik

    (University of Ljubljana, Faculty of Economics)

  • Mateja Kos Koklič

    (University of Ljubljana, Faculty of Economics)

Abstract

Purpose – Microblogging platforms are generating an infinite volume of content on various topics. Therefore, traditional marketing methods can hardly be employed for its effective research, but sentiment analysis has recently emerged to cope with this challenge. While considerable academic effort has been devoted to investigating consumer behavior towards green brands, studies explicitly addressing consumer sentiments regarding such brands are still rare. Hence, we apply the sentiment analysis approach to investigate consumer sentiments towards 26 global green brands. Design/Methodology/Approach – First, we collected a random set of user-generated tweets in English that were posted in a six-month period and included at least one of the selected global green brands. When classifying the posts, we extracted polarity information from a passage, resulting in values ranging from positive to negative. Findings and implications – Based on a relative frequency word count, we found that consumers often express their sentiments about products, their characteristics and personal consequences of using them. Next, we analyzed average positive and negative consumer sentiments. As previously demonstrated, most tweets are either not strongly affective or they are ambiguous. Based on such empirical insights, companies can better manage their brand perception on Twitter and other social media, as an integral part of their proactive marketing strategy. Limitation – The study also has some limitations. It has a limited ability to reveal consumer motivations. The lexicon-based method we used may sometimes fail to recognize subtle forms of linguistic expression. Originality – This research builds onto prior studies on green brands by applying sentiment analysis. It adds to the existing knowledge by investigating consumer sentiments towards 26 global green brands.

Suggested Citation

  • Saba Resnik & Mateja Kos Koklič, 2018. "User-Generated Tweets about Global Green Brands: A Sentiment Analysis Approach," Tržište/Market, Faculty of Economics and Business, University of Zagreb, vol. 30(2), pages 125-145.
  • Handle: RePEc:zag:market:v:30:y:2018:i:2:p:125-145
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    References listed on IDEAS

    as
    1. Schindler, Diana & Decker, Reinhold, 2013. "Some remarks on the internal consistency of online consumer reviews," Australasian marketing journal, Elsevier, vol. 21(4), pages 221-227.
    2. Bernard J. Jansen & Mimi Zhang & Kate Sobel & Abdur Chowdury, 2009. "Twitter power: Tweets as electronic word of mouth," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(11), pages 2169-2188, November.
    3. Chehab, Adham & Liu, Jeanny & Xiao, Yibo, 2016. "More on intangibles: Do stockholders benefit from brand values?," Global Finance Journal, Elsevier, vol. 30(C), pages 1-9.
    4. Hui-Ju Wang, 2017. "Determinants of consumers’ purchase behaviour towards green brands," The Service Industries Journal, Taylor & Francis Journals, vol. 37(13-14), pages 896-918, October.
    5. Long-Chuan Lu & Hsiu-Hua Chang & Alan Chang, 2015. "Consumer Personality and Green Buying Intention: The Mediate Role of Consumer Ethical Beliefs," Journal of Business Ethics, Springer, vol. 127(1), pages 205-219, March.
    6. Decker, Reinhold & Trusov, Michael, 2010. "Estimating aggregate consumer preferences from online product reviews," International Journal of Research in Marketing, Elsevier, vol. 27(4), pages 293-307.
    7. Qingliang Miao & Qiudan Li & Daniel Zeng, 2010. "Fine‐grained opinion mining by integrating multiple review sources," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 61(11), pages 2288-2299, November.
    8. Zaichkowsky, Judith Lynne, 1985. "Measuring the Involvement Construct," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 12(3), pages 341-352, December.
    9. Qingliang Miao & Qiudan Li & Daniel Zeng, 2010. "Fine-grained opinion mining by integrating multiple review sources," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 61(11), pages 2288-2299, November.
    10. Han, Heesup, 2015. "Travelers' pro-environmental behavior in a green lodging context: Converging value-belief-norm theory and the theory of planned behavior," Tourism Management, Elsevier, vol. 47(C), pages 164-177.
    11. Celsi, Richard L & Olson, Jerry C, 1988. "The Role of Involvement in Attention and Comprehension Processes," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 15(2), pages 210-224, September.
    12. Gras, N. S. B., 1944. "Religion and Business," Business History Review, Cambridge University Press, vol. 18(02), pages 27-32, April.
    13. Maja Hosta & Vesna Žabkar, 2016. "Consumer Sustainability and Responsibility: Beyond Green and Ethical Consumption," Tržište/Market, Faculty of Economics and Business, University of Zagreb, vol. 28(2), pages 143-157.
    14. Kaplan, Andreas M. & Haenlein, Michael, 2011. "The early bird catches the news: Nine things you should know about micro-blogging," Business Horizons, Elsevier, vol. 54(2), pages 105-113, March.
    15. Minton, Elizabeth A. & Kahle, Lynn R. & Kim, Chung-Hyun, 2015. "Religion and motives for sustainable behaviors: A cross-cultural comparison and contrast," Journal of Business Research, Elsevier, vol. 68(9), pages 1937-1944.
    16. Delia Mocanu & Andrea Baronchelli & Nicola Perra & Bruno Gonçalves & Qian Zhang & Alessandro Vespignani, 2013. "The Twitter of Babel: Mapping World Languages through Microblogging Platforms," PLOS ONE, Public Library of Science, vol. 8(4), pages 1-9, April.
    17. Micael-Lee Johnstone & Lay Tan, 2015. "Exploring the Gap Between Consumers’ Green Rhetoric and Purchasing Behaviour," Journal of Business Ethics, Springer, vol. 132(2), pages 311-328, December.
    18. Kaplan, Andreas M. & Haenlein, Michael, 2011. "The early bird catches the news: Nine things you should know about micro-blogging," Business Horizons, Elsevier, vol. 54(2), pages 105-113.
    19. Teodora Roman & Ionel Bostan & Adriana Manolică & Iustin Mitrica, 2015. "Profile of Green Consumers in Romania in Light of Sustainability Challenges and Opportunities," Sustainability, MDPI, vol. 7(6), pages 1-18, May.
    20. Andreas G. F. Hoepner & Savio Dimatteo & Joe Schauld & Pei-Shan Yi & Mirco Musolesi, 2017. "Tweeting About Sustainability: Can Emotional Nowcasting Discourage Greenwashing?," ICMA Centre Discussion Papers in Finance icma-dp2017-02, Henley Business School, University of Reading.
    21. Meena Rambocas & João Gama, 2013. "Marketing Research: The Role Of Sentiment Analysis," FEP Working Papers 489, Universidade do Porto, Faculdade de Economia do Porto.
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    1. Agarwal, Neha Dhruv & Kumar, V.V. Ravi & Gunasekaran, Angappa, 2024. "Leveraging social media to examine sustainability communication of home appliance brands," Technology in Society, Elsevier, vol. 77(C).

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