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Less is more: Engagement with the content of social media influencers

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  • van der Harst, Jesse Pieter
  • Angelopoulos, Spyros

Abstract

We draw upon theories of social media engagement to explore the factors affecting the success of the various influencer types, based on the size of their audience. We use the social media content of 8,076 influencers and employ sentiment analysis of text and facial recognition analysis of pictures in their content to examine what drives engagement. We show that the social media content of micro-influencers is more likely to be marked as favourite, while the content of other influencer types is more likely to be shared. We further show that including pictures in the content can result in higher engagement and that showing a person in the pictures also affects engagement, but the strength of this effect depends on the size of the influencer’s audience. Our findings provide novel insights into the theories of social media engagement and sorely needed practical implications regarding content creation on social media platforms.

Suggested Citation

  • van der Harst, Jesse Pieter & Angelopoulos, Spyros, 2024. "Less is more: Engagement with the content of social media influencers," Journal of Business Research, Elsevier, vol. 181(C).
    • Handle: RePEc:eee:jbrese:v:181:y:2024:i:c:s0148296324002509
    DOI: 10.1016/j.jbusres.2024.114746
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    as
    1. Audrezet, Alice & de Kerviler, Gwarlann & Guidry Moulard, Julie, 2020. "Authenticity under threat: When social media influencers need to go beyond self-presentation," Journal of Business Research, Elsevier, vol. 117(C), pages 557-569.
    2. Ioannis Arapakis & Mounia Lalmas & B. Barla Cambazoglu & Mari-Carmen Marcos & Joemon M. Jose, 2014. "User engagement in online News: Under the scope of sentiment, interest, affect, and gaze," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(10), pages 1988-2005, October.
    3. Sokolova, Karina & Kefi, Hajer, 2020. "Instagram and YouTube bloggers promote it, why should I buy? How credibility and parasocial interaction influence purchase intentions," Journal of Retailing and Consumer Services, Elsevier, vol. 53(C).
    4. Richard L. Daft & Robert H. Lengel, 1986. "Organizational Information Requirements, Media Richness and Structural Design," Management Science, INFORMS, vol. 32(5), pages 554-571, May.
    5. Heather L. O'Brien & Elaine G. Toms, 2008. "What is user engagement? A conceptual framework for defining user engagement with technology," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 59(6), pages 938-955, April.
    6. Yaping Chang & You Li & Jun Yan & V. Kumar, 2019. "Getting more likes: the impact of narrative person and brand image on customer–brand interactions," Journal of the Academy of Marketing Science, Springer, vol. 47(6), pages 1027-1045, November.
    7. Mochen Yang & Yuqing Ren & Gediminas Adomavicius, 2019. "Understanding User-Generated Content and Customer Engagement on Facebook Business Pages," Information Systems Research, INFORMS, vol. 30(3), pages 839-855, September.
    8. repec:eme:mfppss:03074350010766756 is not listed on IDEAS
    9. Barcelos, Renato Hübner & Dantas, Danilo C. & Sénécal, Sylvain, 2018. "Watch Your Tone: How a Brand's Tone of Voice on Social Media Influences Consumer Responses," Journal of Interactive Marketing, Elsevier, vol. 41(C), pages 60-80.
    10. Georgiadou, Elena & Angelopoulos, Spyros & Drake, Helen, 2020. "Big data analytics and international negotiations: Sentiment analysis of Brexit negotiating outcomes," International Journal of Information Management, Elsevier, vol. 51(C).
    11. Carlson, Brad D. & Donavan, D. Todd & Deitz, George D. & Bauer, Brittney C. & Lala, Vishal, 2020. "A customer-focused approach to improve celebrity endorser effectiveness," Journal of Business Research, Elsevier, vol. 109(C), pages 221-235.
    12. Kim, Do Yuon & Kim, Hye-Young, 2021. "Trust me, trust me not: A nuanced view of influencer marketing on social media," Journal of Business Research, Elsevier, vol. 134(C), pages 223-232.
    13. Richins, Marsha L, 1991. "Social Comparison and the Idealized Images of Advertising," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 18(1), pages 71-83, June.
    14. Johannes Knoll & Jörg Matthes, 2017. "The effectiveness of celebrity endorsements: a meta-analysis," Journal of the Academy of Marketing Science, Springer, vol. 45(1), pages 55-75, January.
    15. Struijk, Mylène & Ou, Carol & Davison, R.M. & Angelopoulos, Spyros, 2022. "Putting the IS back into IS research," Other publications TiSEM d9d64ac5-7db1-4135-8d09-9, Tilburg University, School of Economics and Management.
    16. Lin, Hsin-Chen & Bruning, Patrick F. & Swarna, Hepsi, 2018. "Using online opinion leaders to promote the hedonic and utilitarian value of products and services," Business Horizons, Elsevier, vol. 61(3), pages 431-442.
    17. Cao, Dongmei & Meadows, Maureen & Wong, Donna & Xia, Senmao, 2021. "Understanding consumers’ social media engagement behaviour: An examination of the moderation effect of social media context," Journal of Business Research, Elsevier, vol. 122(C), pages 835-846.
    18. Pittman, Matthew & Abell, Annika, 2021. "More Trust in Fewer Followers: Diverging Effects of Popularity Metrics and Green Orientation Social Media Influencers," Journal of Interactive Marketing, Elsevier, vol. 56(C), pages 70-82.
    19. Fangfang Li & Jorma Larimo & Leonidas C. Leonidou, 2021. "Social media marketing strategy: definition, conceptualization, taxonomy, validation, and future agenda," Journal of the Academy of Marketing Science, Springer, vol. 49(1), pages 51-70, January.
    20. Aw, Eugene Cheng-Xi & Chuah, Stephanie Hui-Wen, 2021. "“Stop the unattainable ideal for an ordinary me!” fostering parasocial relationships with social media influencers: The role of self-discrepancy," Journal of Business Research, Elsevier, vol. 132(C), pages 146-157.
    21. Casaló, Luis V. & Flavián, Carlos & Ibáñez-Sánchez, Sergio, 2020. "Influencers on Instagram: Antecedents and consequences of opinion leadership," Journal of Business Research, Elsevier, vol. 117(C), pages 510-519.
    22. Soumya Ray & Sung S. Kim & James G. Morris, 2014. "The Central Role of Engagement in Online Communities," Information Systems Research, INFORMS, vol. 25(3), pages 528-546, September.
    23. Wang, Tien & Thai, Trung Dam-Huy & Ly, Pham Thi Minh & Chi, Tran Phuong, 2021. "Turning social endorsement into brand passion," Journal of Business Research, Elsevier, vol. 126(C), pages 429-439.
    24. Harrigan, Paul & Daly, Timothy M. & Coussement, Kristof & Lee, Julie A. & Soutar, Geoffrey N. & Evers, Uwana, 2021. "Identifying influencers on social media," International Journal of Information Management, Elsevier, vol. 56(C).
    25. Gil Appel & Lauren Grewal & Rhonda Hadi & Andrew T. Stephen, 2020. "The future of social media in marketing," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 79-95, January.
    26. Nelson-Field, Karen & Riebe, Erica & Newstead, Kellie, 2013. "The emotions that drive viral video," Australasian marketing journal, Elsevier, vol. 21(4), pages 205-211.
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