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Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics

Previous studies used gaze behavior to predict product preference in value-based decision-making, based on gaze angle variables such as dwell time, fixation duration and the first fixated product. While the application for online retail seems obvious, research with realistic web shop stimuli has bee...

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Detalles Bibliográficos
Autores principales: van Loon, Guus, Hermsen, Felix, Naber, Marnix
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ubiquity Press 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9541120/
https://www.ncbi.nlm.nih.gov/pubmed/36304586
http://dx.doi.org/10.5334/joc.240
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author van Loon, Guus
Hermsen, Felix
Naber, Marnix
author_facet van Loon, Guus
Hermsen, Felix
Naber, Marnix
author_sort van Loon, Guus
collection PubMed
description Previous studies used gaze behavior to predict product preference in value-based decision-making, based on gaze angle variables such as dwell time, fixation duration and the first fixated product. While the application for online retail seems obvious, research with realistic web shop stimuli has been lacking so far. Here, we studied the decision process for 60 Dutch web shops of a variety of retailers, by measuring eye movements and pupil size during the viewing of web shop images. The outcomes of an ordinal linear regression model showed that a combination of gaze angle variables accurately predicted product choice, with the total dwell time being the most predictive gaze dynamic. Although pupillometric analysis showed a positive relationship between pupil dilation and product preference, adding pupil size to the model only slightly improved the prediction accuracy. The current study holds the potential to substantially improve retargeting mechanisms in online marketing based on consumers’ gaze information. Also, gaze-based product preference proves to be a valuable metric in pre-testing product introductions for market research and prevent product launches from failure.
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spelling pubmed-95411202022-10-26 Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics van Loon, Guus Hermsen, Felix Naber, Marnix J Cogn Research Article Previous studies used gaze behavior to predict product preference in value-based decision-making, based on gaze angle variables such as dwell time, fixation duration and the first fixated product. While the application for online retail seems obvious, research with realistic web shop stimuli has been lacking so far. Here, we studied the decision process for 60 Dutch web shops of a variety of retailers, by measuring eye movements and pupil size during the viewing of web shop images. The outcomes of an ordinal linear regression model showed that a combination of gaze angle variables accurately predicted product choice, with the total dwell time being the most predictive gaze dynamic. Although pupillometric analysis showed a positive relationship between pupil dilation and product preference, adding pupil size to the model only slightly improved the prediction accuracy. The current study holds the potential to substantially improve retargeting mechanisms in online marketing based on consumers’ gaze information. Also, gaze-based product preference proves to be a valuable metric in pre-testing product introductions for market research and prevent product launches from failure. Ubiquity Press 2022-10-04 /pmc/articles/PMC9541120/ /pubmed/36304586 http://dx.doi.org/10.5334/joc.240 Text en Copyright: © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/.
spellingShingle Research Article
van Loon, Guus
Hermsen, Felix
Naber, Marnix
Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics
title Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics
title_full Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics
title_fullStr Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics
title_full_unstemmed Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics
title_short Predicting Product Preferences on Retailers’ Web Shops through Measurement of Gaze and Pupil Size Dynamics
title_sort predicting product preferences on retailers’ web shops through measurement of gaze and pupil size dynamics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9541120/
https://www.ncbi.nlm.nih.gov/pubmed/36304586
http://dx.doi.org/10.5334/joc.240
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