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 …

[HTML][HTML] Social learning analytics in computer-supported collaborative learning environments: A systematic review of empirical studies

R Kaliisa, B Rienties, AI Mørch, A Kluge - Computers and Education Open, 2022 - Elsevier
Social learning analytics (SLA) is a promising approach for identifying students' social
learning processes in computer-supported collaborative learning (CSCL) environments. To …

[HTML][HTML] Rethinking the entwinement between artificial intelligence and human learning: What capabilities do learners need for a world with AI?

L Markauskaite, R Marrone, O Poquet, S Knight… - … and Education: Artificial …, 2022 - Elsevier
The proliferation of AI in many aspects of human life—from personal leisure, to collaborative
professional work, to global policy decisions—poses a sharp question about how to prepare …

Towards strengthening links between learning analytics and assessment: Challenges and potentials of a promising new bond

D Gašević, S Greiff, DW Shaffer - Computers in Human Behavior, 2022 - Elsevier
Learning analytics uses large amounts of data about learner interactions in digital learning
environments to understand and enhance learning. Although measurement is a central …

Evidence‐based multimodal learning analytics for feedback and reflection in collaborative learning

L Yan, V Echeverria, Y Jin… - British Journal of …, 2024 - Wiley Online Library
Multimodal learning analytics (MMLA) offers the potential to provide evidence‐based
insights into complex learning phenomena such as collaborative learning. Yet, few MMLA …

An artificial intelligence-driven learning analytics method to examine the collaborative problem-solving process from the complex adaptive systems perspective

F Ouyang, W Xu, M Cukurova - International Journal of Computer …, 2023 - Springer
Collaborative problem solving (CPS) enables student groups to complete learning tasks,
construct knowledge, and solve problems. Previous research has argued the importance of …

Identifying regulation profiles during computer-supported collaborative learning and examining their relation with students' performance, motivation, and self-efficacy …

L De Backer, H Van Keer, F De Smedt, E Merchie… - Computers & …, 2022 - Elsevier
The present study unravels profiles of regulators, based on online measures of collaborative
learners' adoption of individual-oriented and socially shared metacognitive regulation …

Collaborative analytics-supported reflective assessment for scaffolding pre-service teachers' collaborative inquiry and knowledge building

Y Yang, G Zhu, D Sun, CKK Chan - International Journal of Computer …, 2022 - Springer
Helping pre-service teachers (PSTs) develop competencies in collaborative inquiry and
knowledge building is crucial, but this subject remains largely unexplored in CSCL. This …

Empowering collaborative knowledge construction through the implementation of a collaborative argument map tool

F Ouyang, L Zhang, M Wu, P Jiao - The Internet and Higher Education, 2024 - Elsevier
Collaborative knowledge construction has been used in higher education to support student
groups' collaborative learning activities through students' exchange, negotiation, and …

What do you mean by collaboration analytics? A conceptual model

R Martinez-Maldonado, D Gašević… - Journal of Learning …, 2021 - opus.lib.uts.edu.au
Using data to generate a deeper understanding of collaborative learning is not new, but
automatically analyzing log data has enabled new means of identifying key indicators of …