A systematic review of empirical studies on learning analytics dashboards: A self-regulated learning perspective

W Matcha, D Gašević, A Pardo - IEEE transactions on …, 2019 - ieeexplore.ieee.org
This paper presents a systematic literature review of learning analytics dashboards (LADs)
research that reports empirical findings to assess the impact on learning and teaching …

Learning analytics for learning design: A systematic literature review of analytics-driven design to enhance learning

K Mangaroska, M Giannakos - IEEE Transactions on Learning …, 2018 - ieeexplore.ieee.org
As the fields of learning analytics and learning design mature, the convergence and
synergies between the two are becoming an important area for research. This paper intends …

Predictive power of regularity of pre-class activities in a flipped classroom

J Jovanovic, N Mirriahi, D Gašević, S Dawson… - Computers & …, 2019 - Elsevier
Flipped classroom (FC) is an active learning design requiring students to complete assigned
pre-class learning activities in preparation for face-to-face sessions. Students' timely …

[PDF][PDF] The journey of learning analytics

S Joksimović, V Kovanović, S Dawson - HERDSA Review of Higher …, 2019 - academia.edu
It has been almost a decade since the emergence of learning analytics, a bricolage field of
research and practice that focuses on understanding and optimising learning and learning …

Design principles for learning analytics information systems in higher education

A Nguyen, T Tuunanen, L Gardner… - European Journal of …, 2021 - Taylor & Francis
This paper reports a design science research (DSR) study that develops, demonstrates and
evaluates a set of design principles for information systems (IS) that utilise learning analytics …

Educator perspectives on learning analytics in classroom practice

A Shibani, S Knight, SB Shum - The Internet and Higher Education, 2020 - Elsevier
Failing to understand the perspectives of educators, and the constraints under which they
work, is a hallmark of many educational technology innovations' failure to achieve usage in …

Standing on the shoulders of giants: Online formative assessments as the foundation for predictive learning analytics models

O Bulut, G Gorgun, SN Yildirim‐Erbasli… - British Journal of …, 2023 - Wiley Online Library
As universities around the world have begun to use learning management systems (LMSs),
more learning data have become available to gain deeper insights into students' learning …

Piecing the learning analytics puzzle: A consolidated model of a field of research and practice

D Gašević, V Kovanović… - Learning: Research and …, 2017 - Taylor & Francis
The field of learning analytics was founded with the goal to harness vast amounts of data
about learning collected by the extensive use of technology. After the early formation, the …

From study tactics to learning strategies: An analytical method for extracting interpretable representations

E Fincham, D Gašević, J Jovanović… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Research into self-regulated learning has traditionally relied upon self-reported data. While
there is a rich body of literature that has extracted invaluable information from such sources …

Identifying attrition risk based on the first year experience

R Naylor, C Baik, S Arkoudis - Higher Education Research & …, 2018 - Taylor & Francis
Using data collected from a recent national survey of Australian first-year students, this
paper defines and validates four scales–belonging, feeling supported, intellectual …