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 in | Expert systems with applications Vol. 40; no. 9; pp. 3803 - 3812 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
Amsterdam
Elsevier Ltd
01.07.2013
Elsevier |
Subjects | |
Online Access | Get full text |
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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. |
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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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Snippet | ► This paper investigates physiological decision processes during decision making. ► The task required participants to choose their preferred crackers (shape,... |
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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 |
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