Ethical concerns and suggested mitigation strategies related to student-facing learning analytics dashboards – a narrative literature review

dc.contributor.authorHavinen, Laura
dc.contributor.authorDang, Duong
dc.contributor.authorRousi, Rebekah
dc.contributor.editorTatti, Nikolaj
dc.contributor.editorKasurinen, Jussi
dc.contributor.editorPäivärinta, Tero
dc.contributor.orcidhttps://orcid.org/0009-0000-3364-7407
dc.contributor.orcidhttps://orcid.org/0000-0001-5771-3528
dc.date.accessioned2026-03-30T08:18:00Z
dc.date.issued2026
dc.description.abstractStudent-facing learning analytics dashboards (LADs) enable students to access and view learning analytics (LA) data. While having access to LA data and the related recommendations offer benefits for the students, there are several ethical concerns involved. This narrative literature review describes the ethical concerns related to student-facing LADs and lists suggested mitigations to minimize the ethical risks. Five ethical concerns were identified: threat to privacy, lack of transparency and fairness, potential misuse of power relations, prediction sideeffects, and restriction on autonomy. Mitigations to minimize ethical problems were related to providing students with transparent information about LA in a clear, comprehensible way, complying with ethical guidelines and regulations, and implementing tools in the LADs that make it possible to manage the data as well as personalize the output. As a result of the study, a model of ethical concerns in student-facing LADs as well as principal mitigation strategies for these concerns are proposed.en
dc.description.notification© 2025 Copyright for this paper by its authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
dc.description.reviewstatusfi=vertaisarvioitu|en=peerReviewed|
dc.identifier.urihttps://osuva.uwasa.fi/handle/11111/20031
dc.identifier.urnURN:NBN:fi-fe2026033024125
dc.language.isoen
dc.publisherRWTH Aachen
dc.relation.conferenceAnnual Doctoral Symposium of Computer Science
dc.relation.funderSuomen Akatemiafi
dc.relation.funderAcademy of Finlanden
dc.relation.grantnumber348391
dc.relation.ispartofProceedings of the Annual Doctoral Symposium of Computer Science 2025
dc.relation.ispartofjournalCEUR workshop proceedings
dc.relation.issn1613-0073
dc.relation.urlhttps://ceur-ws.org/Vol-4181/paper03.pdf
dc.relation.urlhttps://urn.fi/URN:NBN:fi-fe2026033024125
dc.relation.volume4181
dc.rightshttps://creativecommons.org/licenses/by/4.0/
dc.source.identifier1bb20b3f-7a0f-4970-84e6-6dbe0e3532a3
dc.source.metadataSoleCRIS
dc.subjectlearning analytics
dc.subjectdashboards
dc.subjectethics
dc.subjecttransparency
dc.subject.disciplinefi=Tietojärjestelmätiede|en=Information Systems Science|
dc.subject.disciplinefi=Tietojärjestelmätiede|en=Information Systems Science|
dc.subject.disciplinefi=Viestintätieteet|en=Communication Studies|
dc.titleEthical concerns and suggested mitigation strategies related to student-facing learning analytics dashboards – a narrative literature review
dc.type.okmfi=A4 Vertaisarvioitu artikkeli konferenssijulkaisussa|en=A4 Article in conference proceedings (peer-reviewed)|
dc.type.publicationarticle
dc.type.versionpublishedVersion

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