Research trends on Big Data in Marketing: a text mining and topic modeling based literature analysis

dc.contributor.authorAmado, A.
dc.contributor.authorCortez, P.
dc.contributor.authorRita, P.
dc.contributor.authorMoro, S.
dc.date.accessioned2018-03-20T09:59:19Z
dc.date.available2018-03-20T09:59:19Z
dc.date.issued2018
dc.date.updated2019-03-20T11:27:22Z
dc.description.abstractGiven the research interest on Big Data in Marketing, we present a research literature analysis based on a text mining semi-automated approach with the goal of identifying the main trends in this domain. In particular, the analysis focuses on relevant terms and topics related with five dimensions: Big Data, Marketing, Geographic location of authors' affiliation (countries and continents), Products, and Sectors. A total of 1,560 articles published from 2010 to 2015 were scrutinized. The findings revealed that research is bipartite between technological and research domains, with Big Data publications not clearly aligning cutting edge techniques toward Marketing benefits. Also, few inter-continental co-authored publications were found. Moreover, findings show that research in Big Data applications to Marketing is still in an embryonic stage, thus making it essential to develop more direct efforts toward business for Big Data to thrive in the Marketing arena.eng
dc.description.versioninfo:eu-repo/semantics/publishedVersion
dc.distributionInternacionalpor
dc.identifier.doi10.1016/j.iedeen.2017.06.002
dc.identifier.issn2444-8834
dc.identifier.urihttp://hdl.handle.net/10071/15399
dc.journalEuropean Research on Management and Business Economics
dc.language.isoeng
dc.pagination1 - 7
dc.peerreviewedyes
dc.publicationstatusPublicadopor
dc.publisherElsevier
dc.relationinfo:eu-repo/grantAgreement/FCT/5876/147229/PT
dc.relationUID/MULTI/0446/2013
dc.rightsopen accesspor
dc.subjectBig dataeng
dc.subjectMarketingeng
dc.subjectLiterature analysiseng
dc.subjectResearch trendseng
dc.subjectText miningeng
dc.subject.fosDomínio/Área Científica::Ciências Sociais::Economia e Gestãopor
dc.titleResearch trends on Big Data in Marketing: a text mining and topic modeling based literature analysiseng
dc.typearticle
dc.volume24
degois.publication.firstPage1
degois.publication.lastPage7
degois.publication.titleResearch trends on Big Data in Marketing: a text mining and topic modeling based literature analysiseng
dspace.entity.typePublicationen
iscte.alternateIdentifiers.scopus2-s2.0-85021832314
iscte.alternateIdentifiers.wosWOS:000430285500001
iscte.identifier.cienciahttps://ciencia.iscte-iul.pt/id/ci-pub-37758

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