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Tytuł: I4.0 and 4xe – Industry 4.0 and Cluster Policy: Exploitation, Effectiveness, Evaluation, and Expectations
Autorzy: Götz, Marta
Mackiewicz, Marta
Słowa kluczowe: Clusters
cluster policy
digital transformation
Industry 4.0
Data wydania: 2025
Data dodania: 13-paź-2025
Wydawca: Wydawnictwo Uniwersytetu w Białymstoku
Źródło: Optimum. Economic Studies, Nr 3(121) 2025, s. 260-278
Abstrakt: Purpose | This article analyses the impact of cluster membership on businesses’ digital transformation and adoption of Industry 4.0 technologies, with a focus on benefits and varying member approaches. Research method | The study combines the literature review with the results of Bench marking and the application of R software to develop typologies of cluster members based on four dimensions [4xE]: Exploitation, Effectiveness, Evaluation, and Expecta tions concerning I4.0 adoption. Results | The results show that cluster initiatives positively influence the adoption and use of advanced technologies. The identified member typologies highlight varying engagement levels and benefits. Originality / value / implications / recommendations | This research contributes to the understanding of cluster dynamics in fostering technological advancements and offers evidence-based recommendations for enhancing digital transformation support within clusters. Insights are provided for cluster coordinators to tailor support initiatives for specific member groups, improving the effectiveness of I4.0 adoption.
Afiliacja: Marta Götz - Vistula University
Marta Mackiewicz - SGH Warsaw School of Economics
E-mail: Marta Götz: m.gotz@vistula.edu.pl
Marta Mackiewicz: marta.mackiewicz@sgh.waw.pl
Opis: This paper was enriched thanks to the Polish Agency for Enterprise Development – the owner of the database resulting from a survey with cluster members which was used for the analysis.
URI: http://hdl.handle.net/11320/19027
DOI: 10.15290/oes.2025.03.121.14
ISSN: 1506-7637
metadata.dc.identifier.orcid: 0000-0002-8764-871X
0000-0002-7447-0887
Typ Dokumentu: Article
Właściciel praw: © Copyright by Uniwersytet w Białymstoku
Występuje w kolekcji(ach):Optimum. Economic Studies, 2025, nr 3(121)

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