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The Paradox Between Concept Knowledge and Digital Maturity Level for Industry 4.0: The Portuguese Case

dc.contributor.authorGuimarães, André
dc.contributor.authorRosivalda Pereira
dc.contributor.authorMaria Teresa Pereira
dc.contributor.authorAfonso Carvalho
dc.contributor.authorReis, Pedro
dc.contributor.authorAntonio J. Marques Marques Cardoso
dc.date.accessioned2026-04-09T09:00:05Z
dc.date.available2026-04-09T09:00:05Z
dc.date.issued2026-04-03en_US
dc.date.updated2026-04-09T08:29:03Z
dc.description.abstractThis study examines whether companies’ knowledge of the Industry 4.0 concept, geographic location, and size influence the digital maturity of Portuguese industrial firms. Data were collected through a self-assessment questionnaire based on the IMPULS model and analyzed using ordinal logistic regression and chi-square tests to test three hypotheses. The results show that none of these factors significantly affects digital maturity, suggesting that isolated variables do not fully explain digital progress and that broader contextual elements, such as support programs and internal digital strategies, may play a more decisive role. The study meets its objectives and contributes to understanding digital readiness in the Portuguese industrial context. Future research should incorporate additional variables, employ longitudinal or sector-specific approaches, and utilize qualitative methods to enhance the analysis further.por
dc.description.versioninfo:eu-repo/semantics/publishedVersion
dc.identifier.doi10.4018/IJBIR.406104en_US
dc.identifier.slugcv-prod-5011911
dc.identifier.urihttp://hdl.handle.net/10400.19/9763
dc.language.isoN/Apor
dc.subjectConcept Knowledge
dc.subjectDigital Maturity
dc.subjectIndustry 4.0
dc.subjectRegional Disparities
dc.subjectPortugal
dc.titleThe Paradox Between Concept Knowledge and Digital Maturity Level for Industry 4.0: The Portuguese Caseen_US
dc.typeresearch articleen_US
dspace.entity.typePublication
oaire.citation.titleInternational Journal of Business Intelligence Researchen_US
person.familyNameGuimarães
person.familyNameReis
person.givenNameAndré
person.givenNamePedro
person.identifier.ciencia-idAE12-CE94-82B0
person.identifier.ciencia-idB71F-60A3-3FB5
person.identifier.orcid0000-0001-6346-5719
person.identifier.orcid0000-0003-1301-6645
person.identifier.ridN-9211-2018
person.identifier.scopus-author-id56747454000
rcaap.cv.cienciaidAE12-CE94-82B0 | André Guimarães
rcaap.rightsopenAccessen_US
relation.isAuthorOfPublication6d7402ff-c1c5-44bd-845c-a8300b11da5c
relation.isAuthorOfPublication84bd8fcc-7ce1-49f7-9669-9ccf9b9ce2f0
relation.isAuthorOfPublication.latestForDiscovery6d7402ff-c1c5-44bd-845c-a8300b11da5c

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