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Is a picture worth a thousand views? Measuring the effects of travel photos on user engagement using deep learning algorithms

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  • Dobin Yim

    (Loyola University Maryland)

  • Timothy Malefyt

    (Fordham University)

  • Jiban Khuntia

    (University of Colorado Denver)

Abstract

Travel photos inform and inspire consumers by conveying a first-hand destination experience. Despite the proliferation of consumer-generated travel photos in online travel review sites, deconstructing the effects of photos on consumer engagement remains a challenge to the tourism industry. We provide a framework to process and interpret various photographic elements on user engagement using deep learning algorithms. We posit that a photo can invoke consumers’ subjective interpretations of photos representing authentic, creative, or emotional dimensions of the destination experience. A structured crowdsourced categorization process was deployed to measure the interpretive dimensions of the photos. The objects in photographs are identified using a novel deep learning algorithm for controls. We use narrative framing concepts to theorize their influence on user engagement in an online travel review site setting. Relevant three sets of hypotheses are tested using a large dataset of photo-based travel reviews sampled between 2012 and 2014. A negative zero-inflated binomial regression is used to estimate the effect of subjective interpretation of photos on user engagement, accounting for overdispersed excess zeros associated with count outcomes. Results support the hypotheses. The additional analyses explore other plausible influential attributes to user engagements to complement our main findings. We discuss the theoretical contributions to the online-image-persuasion stream of research and practical implications for online tourist review sites.

Suggested Citation

  • Dobin Yim & Timothy Malefyt & Jiban Khuntia, 2021. "Is a picture worth a thousand views? Measuring the effects of travel photos on user engagement using deep learning algorithms," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(3), pages 619-637, September.
    • Handle: RePEc:spr:elmark:v:31:y:2021:i:3:d:10.1007_s12525-021-00472-5
    DOI: 10.1007/s12525-021-00472-5
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    1. Sunyoung Hlee & Hanna Lee & Chulmo Koo, 2018. "Hospitality and Tourism Online Review Research: A Systematic Analysis and Heuristic-Systematic Model," Sustainability, MDPI, vol. 10(4), pages 1-27, April.
    2. Shaw, Gareth & Bailey, Adrian & Williams, Allan, 2011. "Aspects of service-dominant logic and its implications for tourism management: Examples from the hotel industry," Tourism Management, Elsevier, vol. 32(2), pages 207-214.
    3. Xiaojing Yang & Robert E. Smith, 2009. "Beyond Attention Effects: Modeling the Persuasive and Emotional Effects of Advertising Creativity," Marketing Science, INFORMS, vol. 28(5), pages 935-949, 09-10.
    4. Ram, Y. & Björk, P. & Weidenfeld, A., 2016. "Authenticity and place attachment of major visitor attractions," Tourism Management, Elsevier, vol. 52(C), pages 110-122.
    5. Daniel Kahneman, 2003. "Maps of Bounded Rationality: Psychology for Behavioral Economics," American Economic Review, American Economic Association, vol. 93(5), pages 1449-1475, December.
    6. Panos Constantinides & Ola Henfridsson & Geoffrey G. Parker, 2018. "Introduction—Platforms and Infrastructures in the Digital Age," Information Systems Research, INFORMS, vol. 29(2), pages 381-400, June.
    7. Adam, Marc T.P. & Astor, Philipp J. & Krämer, Jan, 2016. "Affective Images, Emotion Regulation and Bidding Behavior: An Experiment on the Influence of Competition and Community Emotions in Internet Auctions," Journal of Interactive Marketing, Elsevier, vol. 35(C), pages 56-69.
    8. Grissemann, Ursula S. & Stokburger-Sauer, Nicola E., 2012. "Customer co-creation of travel services: The role of company support and customer satisfaction with the co-creation performance," Tourism Management, Elsevier, vol. 33(6), pages 1483-1492.
    9. van Rompay, Thomas J.L. & de Vries, Peter W. & van Venrooij, Xaviera G., 2010. "More than Words: On the Importance of Picture–Text Congruence in the Online Environment," Journal of Interactive Marketing, Elsevier, vol. 24(1), pages 22-30.
    10. Kolar, Tomaz & Zabkar, Vesna, 2010. "A consumer-based model of authenticity: An oxymoron or the foundation of cultural heritage marketing?," Tourism Management, Elsevier, vol. 31(5), pages 652-664.
    11. Michael B. Beverland & Francis J. Farrelly, 2010. "The Quest for Authenticity in Consumption: Consumers' Purposive Choice of Authentic Cues to Shape Experienced Outcomes," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(5), pages 838-856, February.
    12. A. Colin Cameron & Pravin K. Trivedi, 2010. "Microeconometrics Using Stata, Revised Edition," Stata Press books, StataCorp LP, number musr, March.
    13. Escalas, Jennifer Edson & Stern, Barbara B, 2003. "Sympathy and Empathy: Emotional Responses to Advertising Dramas," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 29(4), pages 566-578, March.
    14. Sparks, Beverley A. & Browning, Victoria, 2011. "The impact of online reviews on hotel booking intentions and perception of trust," Tourism Management, Elsevier, vol. 32(6), pages 1310-1323.
    15. Tversky, Amos & Kahneman, Daniel, 1986. "Rational Choice and the Framing of Decisions," The Journal of Business, University of Chicago Press, vol. 59(4), pages 251-278, October.
    16. Robert E. Smith & Scott B. MacKenzie & Xiaojing Yang & Laura M. Buchholz & William K. Darley, 2007. "Modeling the Determinants and Effects of Creativity in Advertising," Marketing Science, INFORMS, vol. 26(6), pages 819-833, 11-12.
    17. Jefferson Duarte & Stephan Siegel & Lance Young, 2012. "Trust and Credit: The Role of Appearance in Peer-to-peer Lending," The Review of Financial Studies, Society for Financial Studies, vol. 25(8), pages 2455-2484.
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    More about this item

    Keywords

    Image classification; Object detection; Subjective interpretation; Artificial intelligence; Deep learning; Travel reviews; User engagement;
    All these keywords.

    JEL classification:

    • M15 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - IT Management

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