IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0115388.html
   My bibliography  Save this article

Evoked Emotions Predict Food Choice

Author

Listed:
  • Jelle R Dalenberg
  • Swetlana Gutjar
  • Gert J ter Horst
  • Kees de Graaf
  • Remco J Renken
  • Gerry Jager

Abstract

In the current study we show that non-verbal food-evoked emotion scores significantly improve food choice prediction over merely liking scores. Previous research has shown that liking measures correlate with choice. However, liking is no strong predictor for food choice in real life environments. Therefore, the focus within recent studies shifted towards using emotion-profiling methods that successfully can discriminate between products that are equally liked. However, it is unclear how well scores from emotion-profiling methods predict actual food choice and/or consumption. To test this, we proposed to decompose emotion scores into valence and arousal scores using Principal Component Analysis (PCA) and apply Multinomial Logit Models (MLM) to estimate food choice using liking, valence, and arousal as possible predictors. For this analysis, we used an existing data set comprised of liking and food-evoked emotions scores from 123 participants, who rated 7 unlabeled breakfast drinks. Liking scores were measured using a 100-mm visual analogue scale, while food-evoked emotions were measured using 2 existing emotion-profiling methods: a verbal and a non-verbal method (EsSense Profile and PrEmo, respectively). After 7 days, participants were asked to choose 1 breakfast drink from the experiment to consume during breakfast in a simulated restaurant environment. Cross validation showed that we were able to correctly predict individualized food choice (1 out of 7 products) for over 50% of the participants. This number increased to nearly 80% when looking at the top 2 candidates. Model comparisons showed that evoked emotions better predict food choice than perceived liking alone. However, the strongest predictive strength was achieved by the combination of evoked emotions and liking. Furthermore we showed that non-verbal food-evoked emotion scores more accurately predict food choice than verbal food-evoked emotions scores.

Suggested Citation

  • Jelle R Dalenberg & Swetlana Gutjar & Gert J ter Horst & Kees de Graaf & Remco J Renken & Gerry Jager, 2014. "Evoked Emotions Predict Food Choice," PLOS ONE, Public Library of Science, vol. 9(12), pages 1-16, December.
  • Handle: RePEc:plo:pone00:0115388
    DOI: 10.1371/journal.pone.0115388
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0115388
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0115388&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0115388?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Hausman, Jerry & McFadden, Daniel, 1984. "Specification Tests for the Multinomial Logit Model," Econometrica, Econometric Society, vol. 52(5), pages 1219-1240, September.
    2. McFadden, Daniel, 1974. "The measurement of urban travel demand," Journal of Public Economics, Elsevier, vol. 3(4), pages 303-328, November.
    3. Slovic, Paul & Finucane, Melissa L. & Peters, Ellen & MacGregor, Donald G., 2007. "The affect heuristic," European Journal of Operational Research, Elsevier, vol. 177(3), pages 1333-1352, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Erik Van der Burg & Alexander Toet & Zahra Abbasi & Anne-Marie Brouwer & Jan B. F. Van Erp & Victor L. Kallen & Daisuke Kaneko & Youjin (Eugene) Kim & Marise Kinnear & Henriëtte L. de Kock & Dyah Kusb, 2021. "Sequential dependency for affective appraisal of food images," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-11, December.
    2. Wang, Lili & Lyu, Jiaying, 2019. "Inspiring awe through tourism and its consequence," Annals of Tourism Research, Elsevier, vol. 77(C), pages 106-116.
    3. Gwenaëlle Oruezabala & Cristina Olarte-Pascual & Eva Reinares-Lara & Jorge Pelegrin-Borondo, 2023. "Wine culture as a lever for developing new markets: the case of RIOJA [La culture du vin comme levier de développement de nouveaux marchés : Le cas du RIOJA]," Post-Print hal-04284352, HAL.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Vidale, E & Pettenella, D & Gatto, P & Secco, L, 23. "What can we sell behind timber production?," Scandinavian Forest Economics: Proceedings of the Biennial Meeting of the Scandinavian Society of Forest Economics, Scandinavian Society of Forest Economics, issue 44, May.
    2. Chidlow, Agnieszka & Holmström-Lind, Christine & Holm, Ulf & Tallman, Steve, 2015. "Do I stay or do I go? Sub-national drivers for post-entry subsidiary development," International Business Review, Elsevier, vol. 24(2), pages 266-275.
    3. Grogger, Jeffrey & Hanson, Gordon H., 2011. "Income maximization and the selection and sorting of international migrants," Journal of Development Economics, Elsevier, vol. 95(1), pages 42-57, May.
    4. Rahul Kapoor & Nathan R. Furr, 2015. "Complementarities and competition: Unpacking the drivers of entrants' technology choices in the solar photovoltaic industry," Strategic Management Journal, Wiley Blackwell, vol. 36(3), pages 416-436, March.
    5. Bergantino, Angela Stefania & Madio, Leonardo, 2017. "High-speed rail, inter-modal substitution and willingness-to-pay. A stated preference analysis for the ‘Bari-Rome’," Working Papers 17_6, SIET Società Italiana di Economia dei Trasporti e della Logistica.
    6. Yu Li & Yan A. Zhang & Wei Shi, 2020. "Navigating geographic and cultural distances in international expansion: The paradoxical roles of firm size, age, and ownership," Strategic Management Journal, Wiley Blackwell, vol. 41(5), pages 921-949, May.
    7. Bergantino, Angela Stefania & Capurso, Mauro & Hess, Stephane, 2017. "Modelling regional accessibility towards airports using discrete choice models: an application to the Apulian airport system," Working Papers 17_4, SIET Società Italiana di Economia dei Trasporti e della Logistica.
    8. Fuglie, Keith O., 1999. "Conservation Tillage and Pesticide Use in the Cornbelt," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 31(1), pages 133-147, April.
    9. Haghani, Milad & Bliemer, Michiel C.J. & Hensher, David A., 2021. "The landscape of econometric discrete choice modelling research," Journal of choice modelling, Elsevier, vol. 40(C).
    10. Mackenzie, Lesego & Mburu, John & Irungu, Patrick, 2017. "Analysis Of Household Choice And Determinants Of Livelihood Diversification Activities In Chobe District, Botswana," Dissertations and Theses 269268, University of Nairobi, Department of Agricultural Economics.
    11. Samir Ghazouani & Mohamed Goaïed, 1993. "Analyse micro-économétrique de la demande de transport urbain pour la ville de Tunis," Économie et Prévision, Programme National Persée, vol. 108(2), pages 47-62.
    12. Martínez-Espiñeira, Roberto & García-Valiñas, María Á. & Matesanz, David, 2019. "Public Attitudes towards Hydraulic Fracturing in Western Newfoundland," Energy Economics, Elsevier, vol. 84(C).
    13. Rizov, Marian, 2005. "Pull and push: individual farming in Hungary," Food Policy, Elsevier, vol. 30(1), pages 43-62, February.
    14. Holger Sieg & Jipeng Zhang, 2012. "The Effectiveness Of Private Benefits In Fundraising Of Local Charities," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(2), pages 349-374, May.
    15. Lanzona, Leonardo A., 1998. "Migration, self-selection and earnings in Philippine rural communities," Journal of Development Economics, Elsevier, vol. 56(1), pages 27-50, June.
    16. Abou-Ali, Hala, 2003. "Child mortality, wealth and education: direct versus indirect effects," Working Papers in Economics 114, University of Gothenburg, Department of Economics.
    17. Deepa Wani & Manoj Malhotra & Jonathan Clark, 2021. "Strategic Service Design Attributes, Customer Experience, and Co‐Created Service Choice: Evidence from Florida Hospitals," Production and Operations Management, Production and Operations Management Society, vol. 30(1), pages 210-234, January.
    18. Irani-Kermani, Roozbeh & Jaenicke, Edward C., 2018. "Generalizing Variety Seeking Measurement from Brand Space to Product Attribute Space," 2018 Annual Meeting, August 5-7, Washington, D.C. 273818, Agricultural and Applied Economics Association.
    19. Carolyn Heinrich & Jeffrey Wenger, 2002. "The Economic Contributions of James J. Heckman and Daniel L. McFadden," Review of Political Economy, Taylor & Francis Journals, vol. 14(1), pages 69-89.
    20. Bera, Reema & Maitra, Bhargab, 2021. "Assessing consumer preferences for Plug-in Hybrid Electric Vehicle (PHEV): An Indian perspective," Research in Transportation Economics, Elsevier, vol. 90(C).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0115388. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.