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 …
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 …
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
This study investigates current approaches to learning analytics (LA) dashboarding while
highlighting challenges faced by education providers in their operationalization. We analyze …
highlighting challenges faced by education providers in their operationalization. We analyze …
[PDF][PDF] What is learning analytics
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 …
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 …
tool for learning. Nevertheless, research has conflicting findings about its effectiveness due …
Lessons learnt from a multimodal learning analytics deployment in-the-wild
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 …
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
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 …
(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 …
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
Over the last decade, Educational Data Mining (EDM) and Learning Analytics (LA) have
evolved enormously as interrelated research areas and disciplines. Many researchers …
evolved enormously as interrelated research areas and disciplines. Many researchers …
A current overview of the use of learning analytics dashboards
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 …
visualize data with the ultimate ambition of improving students' learning. Our overview of the …