Can Brain Waves Really Tell If a Product Will Be Purchased? Inferring Consumer Preferences From Single-Item Brain Potentials.

EEG attention consumer behavior decision-making event-related potentials motivational relevance neuromarketing preferences

Journal

Frontiers in integrative neuroscience
ISSN: 1662-5145
Titre abrégé: Front Integr Neurosci
Pays: Switzerland
ID NLM: 101477950

Informations de publication

Date de publication:
2019
Historique:
received: 11 02 2019
accepted: 05 06 2019
entrez: 19 7 2019
pubmed: 19 7 2019
medline: 19 7 2019
Statut: epublish

Résumé

Recent research has shown that event-related brain potentials (ERPs) recorded while participants view lists of different consumer goods can be modulated by their preferences toward these products. However, it remains largely unknown whether ERP activity specific to a single consumer item can be informative about whether or not this item will be preferred in a shopping context. In this study, we examined whether single-item ERPs could reliably predict consumer preferences toward specific consumer goods. We recorded scalp EEG from 40 participants while they were viewing pictures of consumer goods and we subsequently asked them to indicate their preferences for each of these items. Replicating previous results, we found that ERP activity averaged over the six most preferred products was significantly differentiated from ERP activity averaged across the six least preferred products for three ERP components: The N200, the late positive potential (LPP) and positive slow waves (PSW). We also found that using single-item ERPs to infer behavioral preferences about specific consumer goods led to an overall predictive accuracy of 71%, although this figure varied according to which ERPs were targeted. Later positivities such as the LPP and PSW yielded relatively higher predictive accuracy rates than the frontal N200. Our results suggest that ERPs related to single consumer items can be relatively accurate predictors of behavioral preferences depending on which type of ERP effects are chosen by the researcher, and ultimately on the level of prediction errors that users choose to tolerate.

Identifiants

pubmed: 31316357
doi: 10.3389/fnint.2019.00019
pmc: PMC6611214
doi:

Types de publication

Journal Article

Langues

eng

Pagination

19

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Auteurs

Nobuhiko Goto (N)

Department of Psychology, Kyoto Notre Dame University, Kyoto, Japan.
School of Business, Monash University Malaysia, Bandar Sunway, Malaysia.

Xue Li Lim (XL)

School of Business, Monash University Malaysia, Bandar Sunway, Malaysia.
Cognitive Neuroscience, Institute of Neuroscience and Medicine (INM-3), Jülich Research Center, Jülich, Germany.

Dexter Shee (D)

Department of Psychology, Monash University Malaysia, Bandar Sunway, Malaysia.

Aya Hatano (A)

Kochi University of Technology, Kami, Japan.
Japan Society for the Promotion of Science, Tokyo, Japan.

Kok Wei Khong (KW)

School of Marketing, Faculty of Business and Law, Taylor's University Malaysia, Subang Jaya, Malaysia.

Luciano Grüdtner Buratto (LG)

Institute of Psychology, University of Brasília, Brasília, Brazil.

Motoki Watabe (M)

School of Business, Monash University Malaysia, Bandar Sunway, Malaysia.

Alexandre Schaefer (A)

Department of Psychology, Monash University Malaysia, Bandar Sunway, Malaysia.

Classifications MeSH