Visual Saliency and Attention to Aquaculture Eco-Labels: A Within-Participant Reanalysis of Eye-Tracking Data

Authors

  • Denisse Margarita Posligua-Garcia INSTITUTO TECNOLÓGICO SUPERIOR BOLIVARIANO DE TECNOLOGÍA Author

DOI:

https://doi.org/10.64747/c6680157

Keywords:

eco-labels, visual saliency, eye tracking, sustainable design, visual attention

Abstract

Eco-labels compete with other graphic elements for limited attentional resources, yet greater computational prominence does not necessarily imply faster capture or sustained processing. This study reanalyzed a public eye-tracking dataset to estimate how the identity of five aquaculture eco-labels, their Graph-Based Visual Saliency (GBVS), and presentation position were related to visual attention. The file contained 160 complete observations from 32 participants, with five labels per person. Time to first fixation, time spent, fixation count, and average fixation duration were analyzed. Outcomes were log-transformed; participant fixed effects were removed through within-participant centering, and presentation position was controlled. Inference used 1,999 within-participant permutations, 2,000 participant-clustered bootstrap resamples, and Holm correction. Label identity did not conclusively explain time to first fixation (partial R² = 0.043; adjusted p = 0.2525), but it explained time spent (partial R² = 0.318; p = 0.0020), fixation count (partial R² = 0.195; p = 0.0020), and average fixation duration (partial R² = 0.140; p = 0.0060). For each additional standard deviation of GBVS, time spent increased by 18.6%, fixation count by 11.1%, and average fixation duration by 6.7%; the association with first fixation was inconclusive. Saliency was more closely related to sustained viewing and processing than to initial capture. Because GBVS was constant for each label identity, the findings do not identify a causal saliency effect independent of other graphic attributes.

References

Babakhani, N., Lee, A., & Dolnicar, S. (2020). Carbon labels on restaurant menus: Do people pay attention to them? Journal of Sustainable Tourism, 28(1), 51–68. https://doi.org/10.1080/09669582.2019.1670187

Balcombe, K., Fraser, I., Williams, L., & McSorley, E. (2017). Examining the relationship between visual attention and stated preferences: A discrete choice experiment using eye-tracking. Journal of Economic Behavior & Organization, 144, 238–257. https://doi.org/10.1016/j.jebo.2017.09.023

Bangsa, A. B., & Schlegelmilch, B. B. (2020). Linking sustainable product attributes and consumer decision-making: Insights from a systematic review. Journal of Cleaner Production, 245, 118902. https://doi.org/10.1016/j.jclepro.2019.118902

Capanna Piscè, G., Olivari, L., Pierli, G., & Murmura, F. (2022). The value of semantics in food and wine labeling: Research on Italian wine consumers. Sustainability, 14(14), 8867. https://doi.org/10.3390/su14148867

Donato, C., & Adıgüzel, F. (2022). Visual complexity of eco-labels and product evaluations in online setting: Is simple always better? Journal of Retailing and Consumer Services, 67, 102961. https://doi.org/10.1016/j.jretconser.2022.102961

Gabor, A. M., Stojnić, B., & Ban Ostić, D. (2020). Effects of different nutrition labels on visual attention and accuracy of nutritional quality perception: Results of an experimental eye-tracking study. Food Quality and Preference, 84, 103948. https://doi.org/10.1016/j.foodqual.2020.103948

Gutierrez, A. M. J., Chiu, A. S. F., & Seva, R. (2020). A proposed framework on the affective design of eco-product labels. Sustainability, 12(8), 3234. https://doi.org/10.3390/su12083234

Harel, J., Koch, C., & Perona, P. (2007). Graph-based visual saliency. Advances in Neural Information Processing Systems, 19, 545–552. https://papers.nips.cc/paper_files/paper/2006/hash/4db0f8b0fc895da263fd77fc8aecabe4-Abstract.html

Hoffmann, A., Stork, P., Madysa, M., & Borgianni, Y. (2025). How attractive is sustainability in products: A systematic review about eye-tracking studies on sustainability labels. Journal of Environmental Psychology, 101, 102519. https://doi.org/10.1016/j.jenvp.2025.102519

Hummel, G., Maier, S., Baumgarten, M., Eder, C., Strubich, P. T., & Stroebele-Benschop, N. (2021). Visual attention towards food during unplanned purchases: A pilot study using mobile eye tracking technology. PLOS ONE, 16(3), e0247755. https://doi.org/10.1371/journal.pone.0247755

Orquin, J. L., & Mueller Loose, S. (2013). Attention and choice: A review on eye movements in decision making. Acta Psychologica, 144(1), 190–206. https://doi.org/10.1016/j.actpsy.2013.06.003

Piester, H. E., DeRieux, C. M., Tucker, J., Buttrick, N. R., Galloway, J. N., & Wilson, T. D. (2020). “I’ll try the veggie burger”: Increasing purchases of sustainable foods with information about sustainability and taste. Appetite, 155, 104842. https://doi.org/10.1016/j.appet.2020.104842

Proi, M., Dudinskaya, E. C., Naspetti, S., Ozturk, E., & Zanoli, R. (2023). The role of eco-labels in making environmentally friendly choices: An eye-tracking study on aquaculture products with Italian consumers. Sustainability, 15(5), 4659. https://doi.org/10.3390/su15054659

Rramani, Q., Krajbich, I., Enax, L., Brustkern, L., & Weber, B. (2020). Salient nutrition labels shift peoples’ attention to healthy foods and exert more influence on their choices. Nutrition Research, 80, 106–116. https://doi.org/10.1016/j.nutres.2020.06.013

Ruppenthal, T. (2023). Eye-tracking studies on sustainable food consumption: A systematic literature review. Sustainability, 15(23), 16434. https://doi.org/10.3390/su152316434

Song, L., Lim, Y., Chang, P., Guo, Y., Zhang, M., Wang, X., Yu, X., Lehto, M. R., & Cai, H. (2019). Ecolabel’s role in informing sustainable consumption: A naturalistic decision making study using eye tracking glasses. Journal of Cleaner Production, 218, 685–695. https://doi.org/10.1016/j.jclepro.2019.01.283

Wang, X., Du, Y., Liu, Y., & Wang, S. (2022). Telling you more fluently: Effect of the joint presentation of eco-label information on consumers’ purchase intention. International Journal of Environmental Research and Public Health, 19(20), 13713. https://doi.org/10.3390/ijerph192013713

Zanoli, R. (2023). Eco-label eyetracking aquaculture [Data set]. Mendeley Data, V1. https://doi.org/10.17632/dm8bnmw749.1

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Published

2025-06-29 — Updated on 2025-06-29

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How to Cite

Visual Saliency and Attention to Aquaculture Eco-Labels: A Within-Participant Reanalysis of Eye-Tracking Data. (2025). Sapiens Global, 1(1), 33-42. https://doi.org/10.64747/c6680157