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What You Feel, Is What You Like Influence of Message Appeals on Customer Engagement on Instagram

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  • Rietveld, Robert
  • van Dolen, Willemijn
  • Mazloom, Masoud
  • Worring, Marcel

Abstract

Visual-based social media are growing exponentially and have become an integrated part of the customer engagement strategy of many brands. Prior work points to the textual message content as a driver of customer engagement behavior. So far, little is known about the impact of visual message content, specifically visual emotional and informative appeals. We extract emotional and informative appeals from Instagram posts using machine learning models and use a Negative Binomial model to explain customer engagement. We test our model on 46.9 K Instagram posts from 59 brands in six sectors. Our results show that visual emotional and informative appeals encoded in brand-generated content influence customer engagement in terms of likes and comments. Specifically, we demonstrate that positive high and negative low arousal images drive customer engagement. Informative appeals do not drive customer engagement with the exception of informative brand-related appeals. These findings help brand managers in developing an effective customer engagement strategy on visual social media.

Suggested Citation

  • Rietveld, Robert & van Dolen, Willemijn & Mazloom, Masoud & Worring, Marcel, 2020. "What You Feel, Is What You Like Influence of Message Appeals on Customer Engagement on Instagram," Journal of Interactive Marketing, Elsevier, vol. 49(C), pages 20-53.
    • Handle: RePEc:eee:joinma:v:49:y:2020:i:c:p:20-53
    DOI: 10.1016/j.intmar.2019.06.003
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    as
    1. Cameron,A. Colin & Trivedi,Pravin K., 2013. "Regression Analysis of Count Data," Cambridge Books, Cambridge University Press, number 9781107667273.
    2. King, Robert Allen & Racherla, Pradeep & Bush, Victoria D., 2014. "What We Know and Don't Know About Online Word-of-Mouth: A Review and Synthesis of the Literature," Journal of Interactive Marketing, Elsevier, vol. 28(3), pages 167-183.
    3. Pham, Michel Tuan & Geuens, Maggie & De Pelsmacker, Patrick, 2013. "The influence of ad-evoked feelings on brand evaluations: Empirical generalizations from consumer responses to more than 1000 TV commercials," International Journal of Research in Marketing, Elsevier, vol. 30(4), pages 383-394.
    4. Mitchell Lovett & Renana Peres & Ron Shachar, 2014. "A Data Set of Brands and Their Characteristics," Marketing Science, INFORMS, vol. 33(4), pages 609-617, July.
    5. Colleen M. Harmeling & Jordan W. Moffett & Mark J. Arnold & Brad D. Carlson, 2017. "Toward a theory of customer engagement marketing," Journal of the Academy of Marketing Science, Springer, vol. 45(3), pages 312-335, May.
    6. Dokyun Lee & Kartik Hosanagar & Harikesh S. Nair, 2018. "Advertising Content and Consumer Engagement on Social Media: Evidence from Facebook," Management Science, INFORMS, vol. 64(11), pages 5105-5131, November.
    7. Liu-Thompkins, Yuping & Rogerson, Michelle, 2012. "Rising to Stardom: An Empirical Investigation of the Diffusion of User-generated Content," Journal of Interactive Marketing, Elsevier, vol. 26(2), pages 71-82.
    8. Jonah Berger & Raghuram Iyengar, 2013. "Communication Channels and Word of Mouth: How the Medium Shapes the Message," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 40(3), pages 567-579.
    9. Yoo, Changjo & MacInnis, Deborah, 2005. "The brand attitude formation process of emotional and informational ads," Journal of Business Research, Elsevier, vol. 58(10), pages 1397-1406, October.
    10. Aron Culotta & Jennifer Cutler, 2016. "Mining Brand Perceptions from Twitter Social Networks," Marketing Science, INFORMS, vol. 35(3), pages 343-362, May.
    11. Mano, Haim, 1992. "Judgments under distress: Assessing the role of unpleasantness and arousal in judgment formation," Organizational Behavior and Human Decision Processes, Elsevier, vol. 52(2), pages 216-245, July.
    12. Alba, Joseph W & Hutchinson, J Wesley, 1987. "Dimensions of Consumer Expertise," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 13(4), pages 411-454, March.
    13. Holbrook, Morris B & Batra, Rajeev, 1987. "Assessing the Role of Emotions as Mediators of Consumer Responses to Advertising," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 14(3), pages 404-420, December.
    14. Campbell, Margaret C & Keller, Kevin Lane, 2003. "Brand Familiarity and Advertising Repetition Effects," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 30(2), pages 292-304, September.
    15. Roger Hyam, 2017. "Automated Image Sampling and Classification Can Be Used to Explore Perceived Naturalness of Urban Spaces," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-10, January.
    16. Rooderkerk, Robert P. & Pauwels, Koen H., 2016. "No Comment?! The Drivers of Reactions to Online Posts in Professional Groups," Journal of Interactive Marketing, Elsevier, vol. 35(C), pages 1-15.
    17. Zhang, Yuchi & Moe, Wendy W. & Schweidel, David A., 2017. "Modeling the role of message content and influencers in social media rebroadcasting," International Journal of Research in Marketing, Elsevier, vol. 34(1), pages 100-119.
    18. de Vries, Lisette & Gensler, Sonja & Leeflang, Peter S.H., 2012. "Popularity of Brand Posts on Brand Fan Pages: An Investigation of the Effects of Social Media Marketing," Journal of Interactive Marketing, Elsevier, vol. 26(2), pages 83-91.
    19. Kim, Angella J. & Ko, Eunju, 2012. "Do social media marketing activities enhance customer equity? An empirical study of luxury fashion brand," Journal of Business Research, Elsevier, vol. 65(10), pages 1480-1486.
    20. Rik Pieters & Luk Warlop & Michel Wedel, 2002. "Breaking Through the Clutter: Benefits of Advertisement Originality and Familiarity for Brand Attention and Memory," Management Science, INFORMS, vol. 48(6), pages 765-781, June.
    21. Sander F. M. Beckers & Jenny Doorn & Peter C. Verhoef, 2018. "Good, better, engaged? The effect of company-initiated customer engagement behavior on shareholder value," Journal of the Academy of Marketing Science, Springer, vol. 46(3), pages 366-383, May.
    22. Eduardo B. Andrade & Joel B. Cohen, 2007. "On the Consumption of Negative Feelings," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 34(3), pages 283-300, June.
    23. Smith, Andrew N. & Fischer, Eileen & Yongjian, Chen, 2012. "How Does Brand-related User-generated Content Differ across YouTube, Facebook, and Twitter?," Journal of Interactive Marketing, Elsevier, vol. 26(2), pages 102-113.
    24. Jonah Berger & Chip Heath, 2007. "Where Consumers Diverge from Others: Identity Signaling and Product Domains," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 34(2), pages 121-134, June.
    25. Pham, Michel Tuan, 1996. "Cue Representation and Selection Effects of Arousal on Persuasion," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 22(4), pages 373-387, March.
    26. Goldberg, Marvin E & Gorn, Gerald J, 1987. "Happy and Sad TV Programs: How They Affect Reactions to Commercials," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 14(3), pages 387-403, December.
    27. Shyam Gopinath & Jacquelyn S. Thomas & Lakshman Krishnamurthi, 2014. "Investigating the Relationship Between the Content of Online Word of Mouth, Advertising, and Brand Performance," Marketing Science, INFORMS, vol. 33(2), pages 241-258, March.
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