AI-driven learning analytics applications and tools in computer-supported collaborative learning: A systematic review

F Ouyang, L Zhang - Educational Research Review, 2024 - Elsevier
Artificial intelligence (AI) has brought new ways for implementing learning analytics in
computer-supported collaborative learning (CSCL). However, there is a lack of literature …

Learning analytics: state of the art

M Hernández-de-Menéndez… - International Journal on …, 2022 - Springer
Learning Analytics is a field that measures, analyses, and reports data about students and
their contexts to understand/improve learning and the place in which it occurs. Educational …

Learning analytics dashboard: a tool for providing actionable insights to learners

T Susnjak, GS Ramaswami, A Mathrani - International Journal of …, 2022 - Springer
This study investigates current approaches to learning analytics (LA) dashboarding while
highlighting challenges faced by education providers in their operationalization. We analyze …

[PDF][PDF] What is learning analytics

C Lang, AF Wise, A Merceron, D Gašević… - The handbook of …, 2022 - researchgate.net
Over the last ten years learning analytics (LA) has grown from a hypothetical future into a
concrete field of inquiry and a global community of researchers and practitioners. Although …

[HTML][HTML] Deploying multimodal learning analytics models to explore the impact of digital distraction and peer learning on student performance

CH Liao, JY Wu - Computers & Education, 2022 - Elsevier
Social media have been extensively incorporated in higher education as an indispensable
tool for learning. Nevertheless, research has conflicting findings about its effectiveness due …

Lessons learnt from a multimodal learning analytics deployment in-the-wild

R Martinez-Maldonado, V Echeverria… - ACM Transactions on …, 2023 - dl.acm.org
Multimodal Learning Analytics (MMLA) innovations make use of rapidly evolving sensing
and artificial intelligence algorithms to collect rich data about learning activities that unfold in …

The use and application of learning theory in learning analytics: A sco** review

M Khalil, P Prinsloo, S Slade - Journal of Computing in Higher Education, 2023 - Springer
Since its inception in 2011, Learning Analytics has matured and expanded in terms of reach
(eg, primary and K-12 education) and in having access to a greater variety, volume and …

[HTML][HTML] Measuring social presence in online-based learning: An exploratory path analysis using log data and social network analysis

LM Norz, V Dornauer, WO Hackl… - The internet and higher …, 2023 - Elsevier
Social presence is a key element in collaborative/cooperative learning. In online learning
environments, it is challenging to measure the current state of social presence. This work …

Reviewing the differences between learning analytics and educational data mining: Towards educational data science

R Cerezo, JA Lara, R Azevedo, C Romero - Computers in Human Behavior, 2024 - Elsevier
Over the last decade, Educational Data Mining (EDM) and Learning Analytics (LA) have
evolved enormously as interrelated research areas and disciplines. Many researchers …

A current overview of the use of learning analytics dashboards

I Masiello, Z Mohseni, F Palma, S Nordmark… - Education …, 2024 - mdpi.com
The promise of Learning Analytics Dashboards in education is to collect, analyze, and
visualize data with the ultimate ambition of improving students' learning. Our overview of the …