Students' expectations of learning analytics across Europe

Learning Analytics (LA) is an emerging field concerned with measuring, collecting, and analysing data about learners and their contexts to gain insights into learning processes. As the technology of Learning Analytics is evolving, many systems are being implemented. In this context, it is essential to understand stakeholders' expectations of LA across Higher Education Institutions (HEIs) for large-scale implementations that take their needs into account. This study aims to contribute to knowledge about individual LA expectations of European higher education students. It may facilitate the stra... Mehr ...

Verfasser: Wollny, Sebastian
Di Mitri, Daniele
Jivet, Ioana
Muñoz-Merino, Pedro
Scheffel, Maren
Schneider, Jan
Tsai, Yi-Shan
Whitelock-Wainwright, Alexander
Gašević, Dragan
Drachsler, Hendrik
Dokumenttyp: Artikel
Erscheinungsdatum: 2023
Verlag/Hrsg.: Wiley
Schlagwörter: Europa / Hochschulbildung / Learning Analytics / Studentische Mitbestimmung / Student / Erwartungshaltung / Lernprozess / Lernen / Ethik / Datenschutz / Fragebogen / Internationaler Vergleich / Empirische Forschung / Fragebogenerhebung / Deutschland / Spanien / Großbritannien / Niederlande / Europe / Higher education / University level of education / Student participation / Male student / Learning process / Learning / Ethics / Questionnaire / Cross-national comparison / International comparison / Empirical research / Questionnaire survey / Germany / Spain / United Kingdom / ddc:370 / Erziehung / Schul- und Bildungswesen / Education / Empirische Bildungsforschung / Hochschulforschung und Hochschuldidaktik
Sprache: Englisch
Permalink: https://search.fid-benelux.de/Record/base-26856716
Datenquelle: BASE; Originalkatalog
Powered By: BASE
Link(s) : https://doi.org/10.25656/01:26282

Learning Analytics (LA) is an emerging field concerned with measuring, collecting, and analysing data about learners and their contexts to gain insights into learning processes. As the technology of Learning Analytics is evolving, many systems are being implemented. In this context, it is essential to understand stakeholders' expectations of LA across Higher Education Institutions (HEIs) for large-scale implementations that take their needs into account. This study aims to contribute to knowledge about individual LA expectations of European higher education students. It may facilitate the strategy of stakeholder buy-in, the transfer of LA insights across HEIs, and the development of international best practices and guidelines. To this end, the study employs a ‘Student Expectations of Learning Analytics Questionnaire’ (SELAQ) survey of 417 students at the Goethe University Frankfurt (Germany) Based on this data, Multiple Linear Regressions are applied to determine how these students position themselves compared to students from Madrid (Spain), Edinburgh (United Kingdom) and the Netherlands, where SELAQ had already been implemented at HEIs. The results show that students' expectations at Goethe University Frankfurt are rather homogeneous regarding ‘LA Ethics and Privacy’ and ‘LA Service Features’. Furthermore, we found that European students generally show a consistent pattern of expectations of LA with a high degree of similarity across the HEIs examined. European HEIs face challenges more similar than anticipated. The HEI experience with implementing LA can be more easily transferred to other HEIs, suggesting standardized LA rather than tailor-made solutions designed from scratch. (DIPF/Orig.) ; Learning Analytics (LA) ist ein junger Forschungsbereich, der sich mit dem Messen, Sammeln und Analysieren von Daten über Lernende und ihr Umfeld befasst, um Erkenntnisse über Lernprozesse zu gewinnen. Da sich die Learning-Analytics-Technologie weiterentwickelt, werden derzeit viele Systeme implementiert. In diesem ...