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Seeing through the forest: The gaze path to purchase

Author

Listed:
  • Bridget K Behe
  • Patricia T Huddleston
  • Kevin L Childs
  • Jiaoping Chen
  • Iago S Muraro

Abstract

Eye tracking studies have analyzed the relationship between visual attention to point of purchase marketing elements (price, signage, etc.) and purchase intention. Our study is the first to investigate the relationship between the gaze sequence in which consumers view a display (including gaze aversion away from products) and the influence of consumer (top down) characteristics on product choice. We conducted an in-lab 3 (display size: large, moderate, small) X 2 (price: sale, non-sale) within-subject experiment with 92 persons. After viewing the displays, subjects completed an online survey to provide demographic data, self-reported and actual product knowledge, and past purchase information. We employed a random forest machine learning approach via R software to analyze all possible three-unit subsequences of gaze fixations. Models comparing multiclass F1-macro score and F1-micro score of product choice were analyzed. Gaze sequence models that included gaze aversion more accurately predicted product choice in a lab setting for more complex displays. Inclusion of consumer characteristics generally improved model predictive F1-macro and F1-micro scores for less complex displays with fewer plant sizes Consumer attributes that helped improve model prediction performance were product expertise, ethnicity, and previous plant purchases.

Suggested Citation

  • Bridget K Behe & Patricia T Huddleston & Kevin L Childs & Jiaoping Chen & Iago S Muraro, 2020. "Seeing through the forest: The gaze path to purchase," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-19, October.
    • Handle: RePEc:plo:pone00:0240179
    DOI: 10.1371/journal.pone.0240179
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    References listed on IDEAS

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    1. Russo, J Edward & Leclerc, France, 1994. "An Eye-Fixation Analysis of Choice Processes for Consumer Nondurables," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 21(2), pages 274-290, September.
    2. Atalay , Selin & Onur Bodur , H. & Rasolofoarison , Dina, 2012. "Shining in the Center: Central Gaze Cascade Effect on Product Choice," HEC Research Papers Series 978, HEC Paris.
    3. Menon, R.G. Vishnu & Sigurdsson, Valdimar & Larsen, Nils Magne & Fagerstrøm, Asle & Foxall, Gordon R., 2016. "Consumer attention to price in social commerce: Eye tracking patterns in retail clothing," Journal of Business Research, Elsevier, vol. 69(11), pages 5008-5013.
    4. Robert R. Hoffman, 1998. "How Can Expertise be Defined? Implications of Research from Cognitive Psychology," Palgrave Macmillan Books, in: Robin Williams & Wendy Faulkner & James Fleck (ed.), Exploring Expertise, chapter 4, pages 81-100, Palgrave Macmillan.
    5. Savannah Wei Shi & Michel Wedel & F. G. M. (Rik) Pieters, 2013. "Information Acquisition During Online Decision Making: A Model-Based Exploration Using Eye-Tracking Data," Management Science, INFORMS, vol. 59(5), pages 1009-1026, May.
    6. 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.
    7. Hayk Khachatryan & Alicia Rihn & Bridget Behe & Charles Hall & Ben Campbell & Jennifer Dennis & Chengyan Yue, 2018. "Visual attention, buying impulsiveness, and consumer behavior," Marketing Letters, Springer, vol. 29(1), pages 23-35, March.
    8. Joanna N. Lahey & Douglas Oxley, 2016. "The Power of Eye Tracking in Economics Experiments," American Economic Review, American Economic Association, vol. 106(5), pages 309-313, May.
    9. A. Selin Atalay & H. Onur Bodur & Dina Rasolofoarison, 2012. "Shining in the Center: Central Gaze Cascade Effect on Product Choice," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 39(4), pages 848-866.
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