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Related Experiment Video

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Studying Food Reward and Motivation in Humans
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Evoked emotions predict food choice.

Jelle R Dalenberg1, Swetlana Gutjar2, Gert J Ter Horst1

  • 1Top Institute Food and Nutrition, Wageningen, the Netherlands; Neuroimaging Center Groningen, University Medical Center Groningen, Groningen, The Netherlands.

Plos One
|December 19, 2014
PubMed
Summary

Non-verbal food-evoked emotion scores significantly improve food choice prediction, outperforming liking scores alone. Combining emotions and liking offers the strongest predictive power for consumer choices.

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Area of Science:

  • Consumer Behavior
  • Sensory Science
  • Food Psychology

Background:

  • Liking scores correlate with food choice but are weak predictors in real-world settings.
  • Emotion-profiling methods are increasingly used to differentiate equally liked products.
  • The predictive accuracy of emotion scores for actual food choice and consumption remains unclear.

Purpose of the Study:

  • To evaluate the predictive power of non-verbal food-evoked emotion scores for food choice.
  • To compare the predictive accuracy of liking scores versus emotion scores.
  • To determine the combined predictive strength of liking and emotion scores.

Main Methods:

  • Principal Component Analysis (PCA) to decompose emotion scores into valence and arousal.
  • Multinomial Logit Models (MLM) to estimate food choice using liking, valence, and arousal.
  • Utilized data from 123 participants rating 7 unlabeled breakfast drinks, with subsequent real-choice consumption.

Main Results:

  • Individualized food choice was predicted for over 50% of participants, increasing to nearly 80% for the top 2 choices.
  • Evoked emotions significantly improved food choice prediction compared to liking alone.
  • Non-verbal emotion scores (PrEmo) were more accurate predictors than verbal scores (EsSense Profile).

Conclusions:

  • Non-verbal food-evoked emotions are strong predictors of food choice.
  • A combination of evoked emotions and liking provides the highest predictive accuracy for food choice.
  • Emotion-profiling methods, particularly non-verbal ones, offer valuable insights beyond simple liking measures.