Unraveling Neural Pathways of Political Engagement: Bridging Neuromarketing and Political Science for Understanding Voter Behavior and Political Leader Perception

dc.contributor.author Çakar, Tuna
dc.contributor.author Filiz, Gözde
dc.date.accessioned 2024-01-11T07:57:39Z
dc.date.available 2024-01-11T07:57:39Z
dc.date.issued 2023
dc.description.abstract Political neuromarketing is an interdisciplinary field that combines marketing, neuroscience, and psychology to understand voter behavior and political leader perception. This interdisciplinary field offers novel techniques to understand complex phenomena such as voter engagement, political leadership, and party branding. This study aims to understand the neural activation patterns of voters when they are exposed to political leaders using functional near-infrared spectroscopy (fNIRS) and machine learning methods. We recruited participants and recorded their brain activity using fNIRS when they were exposed to images of different political leaders. This neuroimaging method (fNIRS) reveals brain regions central to brand perception, including the dorsolateral prefrontal cortex (dlPFC), the dorsomedial prefrontal cortex (dmPFC), and the ventromedial prefrontal cortex (vmPFC). Machine learning methods were used to predict the participants' perceptions of leaders based on their brain activity. The study has identified the brain regions that are involved in processing political stimuli and making judgments about political leaders. Within this study, the best-performing machine learning model, LightGBM, achieved a highest accuracy score of 0.78, underscoring its efficacy in predicting voters' perceptions of political leaders based on the brain activity of the former. The findings from this study provide new insights into the neural basis of political decision-making and the development of effective political marketing campaigns while bridging neuromarketing, political science and machine learning, in turn enabling predictive insights into voter preferences and behavior
dc.identifier.citation Çakar, T., & Filiz, G. Unraveling Neural Pathways of Political Engagement: Bridging Neuromarketing and Political Science for Understanding Voter Behavior and Political Leader Perception. Frontiers in Human Neuroscience, 17.
dc.identifier.doi 10.3389/fnhum.2023.1293173
dc.identifier.issn 1662-5161
dc.identifier.scopus 2-s2.0-85181582511
dc.identifier.uri https://hdl.handle.net/20.500.11779/2167
dc.identifier.uri https://doi.org/10.3389/fnhum.2023.1293173
dc.language.iso en
dc.relation.ispartof Frontiers in Human Neuroscience
dc.rights info:eu-repo/semantics/openAccess
dc.subject Brand perception
dc.subject Machine learning
dc.subject Voter behavior
dc.subject Political neuromarketing
dc.subject Political engagement
dc.subject Model development
dc.title Unraveling Neural Pathways of Political Engagement: Bridging Neuromarketing and Political Science for Understanding Voter Behavior and Political Leader Perception
dc.type Article
dspace.entity.type Publication
gdc.author.id Tuna Çakar / 0000-0001-8594-7399
gdc.author.institutional Çakar, Tuna
gdc.author.institutional Çakar, Gözde
gdc.bip.impulseclass C5
gdc.bip.influenceclass C5
gdc.bip.popularityclass C5
gdc.coar.access open access
gdc.coar.type text::journal::journal article
gdc.description.department Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümü
gdc.description.publicationcategory Makale - Ulusal Hakemli Dergi - Kurum Öğretim Elemanı
gdc.description.scopusquality Q2
gdc.description.volume 17
gdc.description.woscitationindex Science Citation Index Expanded
gdc.description.wosquality Q2
gdc.identifier.openalex W4390055957
gdc.identifier.pmid 38188505
gdc.identifier.wos WOS:001135817900001
gdc.index.type WoS
gdc.index.type Scopus
gdc.index.type PubMed
gdc.oaire.accesstype GOLD
gdc.oaire.diamondjournal false
gdc.oaire.impulse 3.0
gdc.oaire.influence 2.689238E-9
gdc.oaire.isgreen true
gdc.oaire.keywords Neurosciences. Biological psychiatry. Neuropsychiatry
gdc.oaire.keywords Model development
gdc.oaire.keywords Political Neuromarketing
gdc.oaire.keywords political engagement
gdc.oaire.keywords political neuromarketing
gdc.oaire.keywords machine learning
gdc.oaire.keywords voter behavior
gdc.oaire.keywords model development
gdc.oaire.keywords brand perception
gdc.oaire.keywords political leader perception
gdc.oaire.keywords Voter behavior
gdc.oaire.keywords RC321-571
gdc.oaire.keywords Neuroscience
gdc.oaire.popularity 3.461965E-9
gdc.oaire.publicfunded false
gdc.oaire.sciencefields 0301 basic medicine
gdc.oaire.sciencefields 03 medical and health sciences
gdc.oaire.sciencefields 0302 clinical medicine
gdc.openalex.collaboration National
gdc.openalex.fwci 1.31886376
gdc.openalex.normalizedpercentile 0.75
gdc.opencitations.count 0
gdc.plumx.mendeley 43
gdc.plumx.scopuscites 5
gdc.publishedmonth Kasım
gdc.relation.journal Frontiers in Human Neuroscience
gdc.scopus.citedcount 5
gdc.virtual.author Çakar, Tuna
gdc.wos.citedcount 3
gdc.wos.collaboration Uluslararası işbirliği ile yapılmayan - HAYIR
gdc.wos.documenttype Article
gdc.wos.indexdate 2024
gdc.wos.publishedmonth Kasım
gdc.yokperiod YÖK - 2023-24
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relation.isAuthorOfPublication.latestForDiscovery 10f8ce3b-94c2-40f0-9381-0725723768fe
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