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“Please, mind the gap” : A narrative review on digitalization gaps and barriers in the livestock sector

dc.contributor.authorStygar, Anna
dc.contributor.authorNiemi, Jarkko K.
dc.contributor.authorNorton, Tomas
dc.contributor.authorKayhan, Halid
dc.contributor.authorCorrea Harcus, Ana Maria
dc.contributor.authorAllain, Clement
dc.contributor.authorLebreton, Adrien
dc.contributor.authorAnestis, Vasileios
dc.contributor.authorBartzanas, Thomas
dc.contributor.authorVouraki, Sotiria
dc.contributor.authorArsenos, Georgios
dc.contributor.authorPastell, Matti
dc.contributor.departmentid4100310910
dc.contributor.departmentid4100310910
dc.contributor.departmentid4100210710
dc.contributor.orcidhttps://orcid.org/0000-0003-3112-2847
dc.contributor.orcidhttps://orcid.org/0000-0002-9545-3509
dc.contributor.orcidhttps://orcid.org/0000-0002-5810-4801
dc.contributor.organizationLuonnonvarakeskus
dc.date.accessioned2026-06-12T11:56:35Z
dc.date.issued2026
dc.description.abstractThe livestock sector generates large volumes of data; however, these data remain underutilized. The Data Governance Act, the Data Act of the EU, and recent technological advances, provide an opportunity to automate and improve collection, integration, and use of livestock data. Data spaces, as secure and interoperable environments for data sharing, offer a promising framework to support this transformation. However, this can only be achieved by removing implementation barriers to data sharing and new data generating technologies. The aim of this paper is to provide an overview of key digitalization barriers and gaps in livestock sector. We synthesized existing knowledge across five topics: 1) interoperability, 2) economic viability, 3) technical skills, 4) data privacy and security, and 5) data robustness and quality. Finally, a narrative on how these gaps could be bridged was provided. We argue that bridging these gaps requires a holistic approach combining training, trust building, data governance, and collaboration. EU-level initiatives and projects address some of these areas, but better coordination is needed to maximize impact. The Data Act provides a regulatory foundation for data sharing, yet its limitations, such as its horizontal nature, narrowly defined or unclear terms and exclusion of insights derived from product and related service data, leave critical gaps and may lead to legal disputes. To overcome persistent data lock-in, proactive negotiation, public APIs, and an update on a voluntary industry code of conduct to align with the Data Act are essential for fostering transparency and accelerating adoption of digital solutions.
dc.format.pagerange13 p.
dc.identifier.citationHow to cite: Anna Stygar, Jarkko K. Niemi, Tomas Norton, Halid Kayhan, Ana Maria Correa Harcus, Clement Allain, Adrien Lebreton, Vasileios Anestis, Thomas Bartzanas, Sotiria Vouraki, Georgios Arsenos, Matti Pastell, “Please, mind the gap”: A narrative review on digitalization gaps and barriers in the livestock sector, Computers and Electronics in Agriculture, Volume 251, 2026, 112013, ISSN 0168-1699, https://doi.org/10.1016/j.compag.2026.112013.
dc.identifier.urihttps://jukuri.luke.fi/handle/11111/104115
dc.identifier.urlhttps://doi.org/10.1016/j.compag.2026.112013
dc.identifier.urnURN:NBN:fi-fe2026061268445
dc.language.isoen
dc.okm.avoinsaatavuuskytkin1 = Avoimesti saatavilla
dc.okm.corporatecopublicationei
dc.okm.discipline412
dc.okm.internationalcopublicationon
dc.okm.julkaisukanavaoa1 = Kokonaan avoimessa julkaisukanavassa ilmestynyt julkaisu
dc.okm.selfarchivedon
dc.publisherElsevier
dc.relation.articlenumber112013
dc.relation.doi10.1016/j.compag.2026.112013
dc.relation.ispartofseriesComputers and electronics in agriculture
dc.relation.issn0168-1699
dc.relation.issn1872-7107
dc.relation.volume251
dc.rightsCC BY 4.0
dc.source.justusid142161
dc.subjectsensors
dc.subjectpigs
dc.subjectdairy
dc.subjectpoultry
dc.subjectbeef
dc.teh41007-00280602
dc.title“Please, mind the gap” : A narrative review on digitalization gaps and barriers in the livestock sector
dc.typepublication
dc.type.okmfi=A2 Katsausartikkeli tieteellisessä aikakauslehdessä|sv=A2 Översiktsartikel i en vetenskaplig tidskrift|en=A2 Review article, Literature review, Systematic review|
dc.type.versionfi=Publisher's version|sv=Publisher's version|en=Publisher's version|

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