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Social media monitoring: What can marketers learn from Facebook brand photos?

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  • Kaiser, Carolin
  • Ahuvia, Aaron
  • Rauschnabel, Philipp A.
  • Wimble, Matt

Abstract

Users upload >350 million photos per day to Facebook. While considerable research has explored text-based user-generated content on social media, research on photos is still in its early stages. This paper uses a sample of 44,765 Facebook photos from 503 Facebook users in the United States and Germany to determine the degree to which photos play an integral role in people's social media communications. The analysis shows that uploading brand photos (i.e., photos containing a brand name or logo) is related to brand love, brand loyalty, and word-of-mouth (WOM) endorsement of the brand in question. We then code a subsample of these photos for content and train a powerful hybrid machine learning algorithm combining genetic search and artificial neural networks. The resulting algorithm is able to predict users' brand love, brand loyalty, and WOM endorsement from the content of their brand photos posted on Facebook. Finally, we discuss the implications for social media marketing, in particular social media monitoring.

Suggested Citation

  • Kaiser, Carolin & Ahuvia, Aaron & Rauschnabel, Philipp A. & Wimble, Matt, 2020. "Social media monitoring: What can marketers learn from Facebook brand photos?," Journal of Business Research, Elsevier, vol. 117(C), pages 707-717.
    • Handle: RePEc:eee:jbrese:v:117:y:2020:i:c:p:707-717
    DOI: 10.1016/j.jbusres.2019.09.017
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    References listed on IDEAS

    as
    1. Delen, Dursun & Zolbanin, Hamed M., 2018. "The analytics paradigm in business research," Journal of Business Research, Elsevier, vol. 90(C), pages 186-195.
    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. Kozinets, Robert V, 2002. "Can Consumers Escape the Market? Emancipatory Illuminations from Burning Man," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 29(1), pages 20-38, June.
    4. Kaplan, Andreas M. & Haenlein, Michael, 2010. "Users of the world, unite! The challenges and opportunities of Social Media," Business Horizons, Elsevier, vol. 53(1), pages 59-68, January.
    5. Mike Thelwall & Olga Goriunova & Farida Vis & Simon Faulkner & Anne Burns & Jim Aulich & Amalia Mas-Bleda & Emma Stuart & Francesco D'Orazio, 2016. "Chatting through pictures? A classification of images tweeted in one week in the UK and USA," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 67(11), pages 2575-2586, November.
    6. Rauschnabel, Philipp A. & Felix, Reto & Hinsch, Chris, 2019. "Augmented reality marketing: How mobile AR-apps can improve brands through inspiration," Journal of Retailing and Consumer Services, Elsevier, vol. 49(C), pages 43-53.
    7. Moro, Sérgio & Rita, Paulo & Vala, Bernardo, 2016. "Predicting social media performance metrics and evaluation of the impact on brand building: A data mining approach," Journal of Business Research, Elsevier, vol. 69(9), pages 3341-3351.
    8. Alvarez-Milán, Agarzelim & Felix, Reto & Rauschnabel, Philipp A. & Hinsch, Christian, 2018. "Strategic customer engagement marketing: A decision making framework," Journal of Business Research, Elsevier, vol. 92(C), pages 61-70.
    9. 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.
    10. Lo, Iris Sheungting & McKercher, Bob & Lo, Ada & Cheung, Catherine & Law, Rob, 2011. "Tourism and online photography," Tourism Management, Elsevier, vol. 32(4), pages 725-731.
    11. Russell W. Belk, 2013. "Extended Self in a Digital World," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 40(3), pages 477-500.
    12. Iniesta-Bonillo, M. Angeles & Sánchez-Fernández, Raquel & Jiménez-Castillo, David, 2016. "Sustainability, value, and satisfaction: Model testing and cross-validation in tourist destinations," Journal of Business Research, Elsevier, vol. 69(11), pages 5002-5007.
    13. Muñiz Jr., Albert M. & Schau, Hope Jensen, 2011. "How to inspire value-laden collaborative consumer-generated content," Business Horizons, Elsevier, vol. 54(3), pages 209-217, May.
    14. Fish, Kelly E. & Johnson, John D. & Dorsey, Robert E. & Blodgett, Jeffery G., 2004. "Using an artificial neural network trained with a genetic algorithm to model brand share," Journal of Business Research, Elsevier, vol. 57(1), pages 79-85, January.
    15. Reguera-Alvarado, Nuria & Blanco-Oliver, Antonio & Martín-Ruiz, David, 2016. "Testing the predictive power of PLS through cross-validation in banking," Journal of Business Research, Elsevier, vol. 69(10), pages 4685-4693.
    16. Felix, Reto & Rauschnabel, Philipp A. & Hinsch, Chris, 2017. "Elements of strategic social media marketing: A holistic framework," Journal of Business Research, Elsevier, vol. 70(C), pages 118-126.
    17. Anita Pansari & V. Kumar, 2017. "Customer engagement: the construct, antecedents, and consequences," Journal of the Academy of Marketing Science, Springer, vol. 45(3), pages 294-311, May.
    18. Bynum Boley, B. & Magnini, Vincent P. & Tuten, Tracy L., 2013. "Social media picture posting and souvenir purchasing behavior: Some initial findings," Tourism Management, Elsevier, vol. 37(C), pages 27-30.
    19. Brodie, Roderick J. & Ilic, Ana & Juric, Biljana & Hollebeek, Linda, 2013. "Consumer engagement in a virtual brand community: An exploratory analysis," Journal of Business Research, Elsevier, vol. 66(1), pages 105-114.
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