TY - JOUR
T1 - Connecting the dots
T2 - an exploratory study on learning analytics adoption factors, experience, and priorities
AU - Tsai, Yi-Shan
AU - Kovanović, Vitomir
AU - Gašević, Dragan
PY - 2021/6
Y1 - 2021/6
N2 - Existing studies have shed light on policies and strategies for learning analytics (LA) adoption, yet there is limited understanding of associations among factors that influence adoption processes or the change in priorities when institutional experience with LA increases. This paper addresses this gap by presenting a study based on interviews with institutional leaders from 27 European higher education institutions. Results showed that experienced institutions demonstrated more interest in exploring learning behaviour and pedagogical reformation than simply measuring a phenomenon. Experienced institutions also paid more attention to methodological approaches to LA than data constraints, and demonstrated a broader involvement of teachers and students. This paper also identifies inter-related connections between prevailing challenges that impede the scaling of LA. Based on the results, we suggest regular evaluations of LA adoption to ensure the alignment of strategy and desired changes. We also identify three areas that require particular attention when forming short-term goals for LA at different phases of adoption
AB - Existing studies have shed light on policies and strategies for learning analytics (LA) adoption, yet there is limited understanding of associations among factors that influence adoption processes or the change in priorities when institutional experience with LA increases. This paper addresses this gap by presenting a study based on interviews with institutional leaders from 27 European higher education institutions. Results showed that experienced institutions demonstrated more interest in exploring learning behaviour and pedagogical reformation than simply measuring a phenomenon. Experienced institutions also paid more attention to methodological approaches to LA than data constraints, and demonstrated a broader involvement of teachers and students. This paper also identifies inter-related connections between prevailing challenges that impede the scaling of LA. Based on the results, we suggest regular evaluations of LA adoption to ensure the alignment of strategy and desired changes. We also identify three areas that require particular attention when forming short-term goals for LA at different phases of adoption
KW - Adoption factors, adoption experience
KW - Adoption strategy
KW - Epistemic network analysis
KW - Higher education
KW - Learning analytics
UR - http://www.scopus.com/inward/record.url?scp=85103283547&partnerID=8YFLogxK
U2 - 10.1016/j.iheduc.2021.100794
DO - 10.1016/j.iheduc.2021.100794
M3 - Article
AN - SCOPUS:85103283547
SN - 1096-7516
VL - 50
JO - Internet and Higher Education
JF - Internet and Higher Education
M1 - 100794
ER -