Expectations for supporting student engagement with learning analytics : an academic path perspective
Silvola, A., Näykki, P., Kaveri, A., & Muukkonen, H. (2021). Expectations for supporting student engagement with learning analytics : an academic path perspective. Computers and Education, 168, Article 104192. https://doi.org/10.1016/j.compedu.2021.104192
Published inComputers and Education
© 2021 the Authors
There has been a growing interest in higher education to explore how learning analytics (LA) could be used to support student engagement. Providing actionable feedback with LA for students is an emerging area of research. Previous studies have commonly focused on course-level aspects of supporting engagement with LA, but students' perspectives have received limited attention. This study analyzed pre-service teachers’ needs and expectations for LA to support student engagement on the academic path level, which means observing the continuum of study periods and academic years. Qualitative content analysis was conducted for video-recorded student small-group conversations to analyze in-depth how pre-service teachers (N = 40) described their needs for support student engagement and expectations and ethical concerns for using LA tools. Students suggested that LA tools could support their engagement by mediating information between the student and institution, facilitating effective studying, increasing awareness about themselves as learners, providing help and support in different challenging situations, and working as a feedback channel to adapt the learning conditions according to their individual needs. The results of this study demonstrate how student needs are sometimes contradictory, for example when students suggest more possibilities for agentic choices on their studies, but similarly more institutional monitoring or their study progression. This offers insights to clarify specific objectives for supporting student engagement with LA. ...
Publication in research information system
MetadataShow full item record
Related funder(s)Ministry of Education and Culture
Additional information about fundingThis work was supported by the Ministry of Education and Culture [grant number OKM/272/523/2017].
Showing items with similar title or keywords.
Saarela, Mirka; Heilala, Ville; Jääskelä, Päivikki; Rantakaulio, Anne; Kärkkäinen, Tommi (Institute of Electrical and Electronics Engineers (IEEE), 2021)Several studies have shown that complex nonlinear learning analytics (LA) techniques outperform the traditional ones. However, the actual integration of these techniques in automatic LA systems remains rare because they ...
Sikström, Pieta; Valentini, Chiara; Sivunen, Anu; Kärkkäinen, Tommi (Elsevier, 2022)Technological advancements have improved the capabilities of pedagogical agents to communicate with students. However, an increased use of pedagogical agents in learning environments calls for a deeper understanding of ...
Silvennoinen, Johanna (Springer International Publishing, 2021)Visual Aesthetics has gathered interest among scholars in HCI research. The growing interest stems from examinations of the aesthetic-usability effect (“what is beautiful is usable”), and possibly vice versa. Thus, numerous ...
Kiili, Carita; Forzani, Elena; Wennås Brante, Eva; Räikkönen, Eija; Marttunen, Miika (Elsevier, 2021)This study examined students’ engagement in sourcing throughout online inquiry, that is, when they specified the information need, formulated search queries, evaluated online texts, and composed a written product. Participants ...
Reflections on the human role in AI policy formulations : how do national AI strategies view people? Salo-Pöntinen, Henrikki; Saariluoma, Pertti (Springer Science and Business Media LLC, 2022)Purpose There is no artificial intelligence (AI) without people. People design and develop AI; they modify and use it and they have to reorganize the ways they have carried out tasks in their work and everyday life. ...