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Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students

Learning analytics dashboards (LADs) can provide learners with insights about their study progress through visualisations of the learner and learning data. Despite their potential usefulness to support learning, very few studies on LADs have considered learners’ needs and have engaged learners in th...

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Autores principales: Rets, Irina, Herodotou, Christothea, Bayer, Vaclav, Hlosta, Martin, Rienties, Bart
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8410171/
https://www.ncbi.nlm.nih.gov/pubmed/34778534
http://dx.doi.org/10.1186/s41239-021-00284-9
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author Rets, Irina
Herodotou, Christothea
Bayer, Vaclav
Hlosta, Martin
Rienties, Bart
author_facet Rets, Irina
Herodotou, Christothea
Bayer, Vaclav
Hlosta, Martin
Rienties, Bart
author_sort Rets, Irina
collection PubMed
description Learning analytics dashboards (LADs) can provide learners with insights about their study progress through visualisations of the learner and learning data. Despite their potential usefulness to support learning, very few studies on LADs have considered learners’ needs and have engaged learners in the process of design and evaluation. Aligning with that, there is a limited understanding of what specific student cohorts, in particular distance and online learners, may seek from LADs to effectively support their studies. In this study, we present findings from 21 interviews with undergraduate distance learners, mainly high performers, that aimed to capture student perceptions about the usefulness of specific LAD features and the factors that explain these perceptions. Our findings revealed that amongst the LAD features favoured by students was the potential to receive study recommendations, whereas comparison with peers was amongst the least favoured elements, unless informed by qualitative information. Factors including information trust, attitudes, age, performance and academic self-confidence were found to explain these perceptions.
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spelling pubmed-84101712021-09-02 Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students Rets, Irina Herodotou, Christothea Bayer, Vaclav Hlosta, Martin Rienties, Bart Int J Educ Technol High Educ Research Article Learning analytics dashboards (LADs) can provide learners with insights about their study progress through visualisations of the learner and learning data. Despite their potential usefulness to support learning, very few studies on LADs have considered learners’ needs and have engaged learners in the process of design and evaluation. Aligning with that, there is a limited understanding of what specific student cohorts, in particular distance and online learners, may seek from LADs to effectively support their studies. In this study, we present findings from 21 interviews with undergraduate distance learners, mainly high performers, that aimed to capture student perceptions about the usefulness of specific LAD features and the factors that explain these perceptions. Our findings revealed that amongst the LAD features favoured by students was the potential to receive study recommendations, whereas comparison with peers was amongst the least favoured elements, unless informed by qualitative information. Factors including information trust, attitudes, age, performance and academic self-confidence were found to explain these perceptions. Springer International Publishing 2021-09-02 2021 /pmc/articles/PMC8410171/ /pubmed/34778534 http://dx.doi.org/10.1186/s41239-021-00284-9 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Research Article
Rets, Irina
Herodotou, Christothea
Bayer, Vaclav
Hlosta, Martin
Rienties, Bart
Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
title Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
title_full Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
title_fullStr Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
title_full_unstemmed Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
title_short Exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
title_sort exploring critical factors of the perceived usefulness of a learning analytics dashboard for distance university students
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8410171/
https://www.ncbi.nlm.nih.gov/pubmed/34778534
http://dx.doi.org/10.1186/s41239-021-00284-9
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