Use of predictive analytics within learning analytics dashboards: A review of case studies

G Ramaswami, T Susnjak, A Mathrani… - … , Knowledge and Learning, 2023 - Springer
Learning analytics dashboards (LADs) provide educators and students with a
comprehensive snapshot of the learning domain. Visualizations showcasing student …

[HTML][HTML] An exploratory latent class analysis of student expectations towards learning analytics services

A Whitelock-Wainwright, YS Tsai, H Drachsler… - The Internet and Higher …, 2021 - Elsevier
For service implementations to be widely adopted, it is necessary for the expectations of the
key stakeholders to be considered. Failure to do so may lead to services reflecting …

[PDF][PDF] Learning analytics implementation design

AF Wise, J Vytasek - Handbook of learning analytics, 2017 - academia.edu
This chapter addresses the design of learning analytics implementations: the purposeful
shaping of the human processes involved in taking up and using analytic tools, data, and …

A four-country cross-case analysis of academic staff expectations about learning analytics in higher education

K Kollom, K Tammets, M Scheffel, YS Tsai, I Jivet… - The Internet and Higher …, 2021 - Elsevier
The purpose of this paper is to explore the expectations of academic staff to learning
analytics services from an ideal as well as a realistic perspective. This mixed-method study …

[PDF][PDF] Higher education stakeholders' views on learning analytics policy recommendations for supporting study success

D Ifenthaler, JYK Yau - International Journal of …, 2019 - madoc.bib.uni-mannheim.de
Learning analytics show promise to support study success in higher education. Hence, they
are increasingly adopted in higher education institutions. This study examines higher …

Assessing the validity of a learning analytics expectation instrument: A multinational study

A Whitelock‐Wainwright, D Gašević… - Journal of Computer …, 2020 - Wiley Online Library
To assist higher education institutions in meeting the challenge of limited student
engagement in the implementation of Learning Analytics services, the Questionnaire for …

Implementing learning analytics for learning impact: Taking tools to task

S Knight, A Gibson, A Shibani - The Internet and Higher Education, 2020 - Elsevier
Learning analytics has the potential to impact student learning, at scale. Embedded in that
claim are a set of assumptions and tensions around the nature of scale, impact on student …

Applications of learning analytics in high schools: A systematic literature review

EBG Sousa, B Alexandre, R Ferreira Mello… - Frontiers in Artificial …, 2021 - frontiersin.org
Learning analytics aims to analyze data from students and learning environments to support
learning at different levels. Although learning analytics is a recent field, it reached a high …

Review of research on student-facing learning analytics dashboards and educational recommender systems

R Bodily, K Verbert - IEEE Transactions on Learning …, 2017 - ieeexplore.ieee.org
This article is a comprehensive literature review of student-facing learning analytics
reporting systems that track learning analytics data and report it directly to students. This …

Using learning analytics to engage students: Improving teaching practices through informed interactions

J Naujokaitienė, G Tamoliūnė… - Journal of New …, 2020 - learntechlib.org
Student engagement is one of the most relevant topics within the academic and research
community nowadays. Higher education curriculum, teaching and learning integrate new …