Exploring the applications of artificial intelligence in marketing: A topic modelling analysis

dc.contributor.authorRita, P.
dc.contributor.authorOmran, W.
dc.contributor.authorRamos, R. F.
dc.contributor.authorCosta, T.
dc.date.accessioned2025-01-08T12:39:25Z
dc.date.available2025-01-08T12:39:25Z
dc.date.issued2025
dc.date.updated2025-01-08T13:07:55Z
dc.description.abstractIntegrating Artificial Intelligence (AI) into marketing has revolutionised this field, offering new avenues of innovation and efficacy. This study aims to unveil the prevailing trends and patterns within the current academic literature about AI applications in Marketing and propose future research directions. The study conducted a comprehensive review by analysing 2,255 articles from the Scopus database from 1980 to 2022, employing a Text Mining approach and Latent Dirichlet Allocation (LDA) topic modelling. The findings suggest trends in research topics of Learning Models, Expert Systems, Natural Language Processing, Social Media, and Consumer Centricity. Outlier topics related to Health, Market Forecast, and Technology Impact on Youth have caught the researchers’ attention. The associated challenges and risks, ethical considerations, and practical implications were presented for each topic. This study develops literature on AI-driven marketing by unearthing the trend topics and suggesting a research agenda. At the same time, it offers actionable insights for businesses to enhance consumer engagement and ethical AI adoption in marketing practices.eng
dc.description.versioninfo:eu-repo/semantics/publishedVersion
dc.identifier.citationRita, P., Omran, W., Ramos, R. F., & Costa, T. (2025). Exploring the applications of artificial intelligence in marketing: A topic modelling analysis. Tourism and Management Studies, 21(1), 39-55. https://doi.org/10.18089/tms.20250103
dc.identifier.doi10.18089/tms.20250103
dc.identifier.issn2182-8458
dc.identifier.urihttp://hdl.handle.net/10071/32950
dc.language.isoeng
dc.number1
dc.pagination39 - 55
dc.peerreviewedyes
dc.publisherUniversidade do Algarve
dc.relationinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F04152%2F2020/PT
dc.rightsopen access
dc.subjectArtificial intelligenceeng
dc.subjectMarketingeng
dc.subjectLiterature analysiseng
dc.subjectText miningeng
dc.subjectTopic modellingeng
dc.titleExploring the applications of artificial intelligence in marketing: A topic modelling analysiseng
dc.title.alternativeExplorando as aplicações da inteligência artificial no marketing: Uma análise de modelação de tópicospt
dc.typearticle
dc.volume21
dspace.entity.typePublicationen
iscte.identifier.cienciahttps://ciencia.iscte-iul.pt/id/ci-pub-107517
iscte.journalTourism and Management Studies

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