Consumer neuroscience: Assessing the brain response to marketing stimuli using electroencephalogram (EEG) and eye tracking

► This paper investigates physiological decision processes during decision making. ► The task required participants to choose their preferred crackers (shape, flavour and topping). ► We observe and evaluate the cortical activity of the different brain regions. ► We quantify the importance of differe...

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Published inExpert systems with applications Vol. 40; no. 9; pp. 3803 - 3812
Main Authors Khushaba, Rami N., Wise, Chelsea, Kodagoda, Sarath, Louviere, Jordan, Kahn, Barbara E., Townsend, Claudia
Format Journal Article
LanguageEnglish
Published Amsterdam Elsevier Ltd 01.07.2013
Elsevier
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Abstract ► This paper investigates physiological decision processes during decision making. ► The task required participants to choose their preferred crackers (shape, flavour and topping). ► We observe and evaluate the cortical activity of the different brain regions. ► We quantify the importance of different cracker features using mutual information. ► A clear phase synchronization observed between left and right frontal and occipital regions. Application of neuroscience methods to analyze and understand human behavior related to markets and marketing exchange has recently gained research attention. The basic aim is to guide design and presentation of products to optimize them to be as compatible as possible with consumer preferences. This paper investigates physiological decision processes while participants undertook a choice task designed to elicit preferences for a product. The task required participants to choose their preferred crackers described by shape (square, triangle, round), flavor (wheat, dark rye, plain) and topping (salt, poppy, no topping). The two main research objectives were (1) to observe and evaluate the cortical activity of the different brain regions and the interdependencies among the Electroencephalogram (EEG) signals from these regions; and (2) unlike most research in this area that has focused mainly on liking/disliking certain products, we provide a way to quantify the importance of different cracker features that contribute to the product design based on mutual information. We used the commercial Emotiv EPOC wireless EEG headset with 14 channels to collect EEG signals from participants. We also used a Tobii-Studio eye tracker system to relate the EEG data to the specific choice options (crackers). Subjects were shown 57 choice sets; each choice set described three choice options (crackers). The patterns of cortical activity were obtained in the five principal frequency bands, Delta (0–4Hz), Theta (3–7Hz), Alpha (8–12Hz), Beta (13–30Hz), and Gamma (30–40Hz). There was a clear phase synchronization between the left and right frontal and occipital regions indicating interhemispheric communications during the chosen task for the 18 participants. Results also indicated that there was a clear and significant change (p<0.01) in the EEG power spectral activities taking a place mainly in the frontal (delta, alpha and beta across F3, F4, FC5 and FC6), temporal (alpha, beta, gamma across T7), and occipital (theta, alpha, and beta across O1) regions when participants indicated their preferences for their preferred crackers. Additionally, our mutual information analysis indicated that the various cracker flavors and toppings of the crackers were more important factors affecting the buying decision than the shapes of the crackers.
AbstractList ► This paper investigates physiological decision processes during decision making. ► The task required participants to choose their preferred crackers (shape, flavour and topping). ► We observe and evaluate the cortical activity of the different brain regions. ► We quantify the importance of different cracker features using mutual information. ► A clear phase synchronization observed between left and right frontal and occipital regions. Application of neuroscience methods to analyze and understand human behavior related to markets and marketing exchange has recently gained research attention. The basic aim is to guide design and presentation of products to optimize them to be as compatible as possible with consumer preferences. This paper investigates physiological decision processes while participants undertook a choice task designed to elicit preferences for a product. The task required participants to choose their preferred crackers described by shape (square, triangle, round), flavor (wheat, dark rye, plain) and topping (salt, poppy, no topping). The two main research objectives were (1) to observe and evaluate the cortical activity of the different brain regions and the interdependencies among the Electroencephalogram (EEG) signals from these regions; and (2) unlike most research in this area that has focused mainly on liking/disliking certain products, we provide a way to quantify the importance of different cracker features that contribute to the product design based on mutual information. We used the commercial Emotiv EPOC wireless EEG headset with 14 channels to collect EEG signals from participants. We also used a Tobii-Studio eye tracker system to relate the EEG data to the specific choice options (crackers). Subjects were shown 57 choice sets; each choice set described three choice options (crackers). The patterns of cortical activity were obtained in the five principal frequency bands, Delta (0–4Hz), Theta (3–7Hz), Alpha (8–12Hz), Beta (13–30Hz), and Gamma (30–40Hz). There was a clear phase synchronization between the left and right frontal and occipital regions indicating interhemispheric communications during the chosen task for the 18 participants. Results also indicated that there was a clear and significant change (p<0.01) in the EEG power spectral activities taking a place mainly in the frontal (delta, alpha and beta across F3, F4, FC5 and FC6), temporal (alpha, beta, gamma across T7), and occipital (theta, alpha, and beta across O1) regions when participants indicated their preferences for their preferred crackers. Additionally, our mutual information analysis indicated that the various cracker flavors and toppings of the crackers were more important factors affecting the buying decision than the shapes of the crackers.
Author Townsend, Claudia
Khushaba, Rami N.
Kodagoda, Sarath
Louviere, Jordan
Kahn, Barbara E.
Wise, Chelsea
Author_xml – sequence: 1
  givenname: Rami N.
  surname: Khushaba
  fullname: Khushaba, Rami N.
  email: Rami.Khushaba@uts.edu.au
  organization: Center for Intelligent Mechatronics Systems, Faculty of Engineering and IT, University of Technology, Sydney (UTS), Australia
– sequence: 2
  givenname: Chelsea
  surname: Wise
  fullname: Wise, Chelsea
  email: Chelsea.Wise@uts.edu.au
  organization: Centre for the Study of Choice, University of Technology, Sydney (UTS), Australia
– sequence: 3
  givenname: Sarath
  surname: Kodagoda
  fullname: Kodagoda, Sarath
  email: Sarath.Kodagoda@uts.edu.au
  organization: Center for Intelligent Mechatronics Systems, Faculty of Engineering and IT, University of Technology, Sydney (UTS), Australia
– sequence: 4
  givenname: Jordan
  surname: Louviere
  fullname: Louviere, Jordan
  email: Jordan.Louviere@uts.edu.au
  organization: Centre for the Study of Choice, University of Technology, Sydney (UTS), Australia
– sequence: 5
  givenname: Barbara E.
  surname: Kahn
  fullname: Kahn, Barbara E.
  email: kahn@wharton.upenn.edu
  organization: Wharton School, University of Pennsylvania, United States
– sequence: 6
  givenname: Claudia
  surname: Townsend
  fullname: Townsend, Claudia
  email: ctownsend@bus.miami.edu
  organization: School of Business Administration, University of Miami, United States
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ISSN 0957-4174
IngestDate Mon Jul 21 09:16:07 EDT 2025
Thu Apr 24 23:10:08 EDT 2025
Tue Jul 01 03:12:19 EDT 2025
Fri Feb 23 02:26:28 EST 2024
IsPeerReviewed true
IsScholarly true
Issue 9
Keywords Neuromarketing
Choice modeling
Electroencephalogram (EEG)
Brain
Production design
Central nervous system
Cognition
Electroencephalography
Pursuit eye movement
Modeling
Human factor
Information analysis
Marketing
Encephalon
Engineering design
Eye
Consumer
Preference
Square shape
Ophthalmology
Information layout
Mutual information
Power spectrum
Language English
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CC BY 4.0
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Snippet ► This paper investigates physiological decision processes during decision making. ► The task required participants to choose their preferred crackers (shape,...
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crossref
elsevier
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SubjectTerms Applied sciences
Biological and medical sciences
Choice modeling
Electrodiagnosis. Electric activity recording
Electroencephalogram (EEG)
Exact sciences and technology
Firm modelling
Investigative techniques, diagnostic techniques (general aspects)
Mechanical engineering. Machine design
Medical sciences
Nervous system
Neuromarketing
Operational research and scientific management
Operational research. Management science
Title Consumer neuroscience: Assessing the brain response to marketing stimuli using electroencephalogram (EEG) and eye tracking
URI https://dx.doi.org/10.1016/j.eswa.2012.12.095
Volume 40
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