The evidence of impact and ethical considerations of Multimodal Learning Analytics: A Systematic Literature Review

H Alwahaby, M Cukurova, Z Papamitsiou… - The multimodal learning …, 2022 - Springer
There is a growing interest in the research and use of multimodal data in learning analytics.
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …

[HTML][HTML] Individuals in a group: Metacognitive and regulatory predictors of learning achievement in collaborative learning

E Haataja, M Dindar, J Malmberg, S Järvelä - Learning and Individual …, 2022 - Elsevier
Self-regulated learning theory acknowledges the importance of an individual's
metacognitive monitoring and group-level regulation for learning achievement in …

Language learners' enjoyment and emotion regulation in online collaborative learning

Z Zhang, T Liu, CB Lee - System, 2021 - Elsevier
This study explores how language learners' enjoyment and emotion regulation manifest
themselves in online collaborative learning. In the study, we collected multiple data during …

[HTML][HTML] Triggers for self-regulated learning: A conceptual framework for advancing multimodal research about SRL

S Järvelä, A Hadwin - Learning and Individual Differences, 2024 - Elsevier
This paper introduces a theory-driven trigger regulation framework for advancing multimodal
analytical approaches to research about self-regulated learning. Events and/or situations …

Affective states and regulation of learning during socio‐emotional interactions in secondary school collaborative groups

T Törmänen, H Järvenoja, M Saqr… - British Journal of …, 2023 - Wiley Online Library
Background Group affective states for learning are constantly formed through socio‐
emotional interactions. However, it remains unclear how the affective states vary during …

Emotion regulation in teamwork during a challenging hackathon: Comparison of best and worst teams

M Kazemitabar, SP Lajoie, T Doleck - Journal of Computers in Education, 2024 - Springer
Research has demonstrated the power of emotion regulation in managing challenges
students face in different learning contexts. However, emotion research in team-learning …

Exploring groups' affective states during collaborative learning: what triggers activating affect on a group level?

T Törmänen, H Järvenoja, K Mänty - Educational Technology Research …, 2021 - Springer
During collaborative learning, affect is constantly present in groups' interactions, influencing
and shaping the learning process. The aim of this study was to understand what type of …

Sequential patterns in social interaction states for regulation in collaborative learning

E Vuorenmaa, S Järvelä, M Dindar… - Small Group …, 2023 - journals.sagepub.com
This study explored sequential patterns in social interaction states for group-level regulation
of learning during collaborative learning. The participants were secondary school students …

Exploring the connection between task difficulty, task perceptions, physiological arousal and learning outcomes in collaborative learning situations

J Malmberg, E Haataja, S Järvelä - Metacognition and Learning, 2022 - Springer
When students approach a learning task, they generate metacognitive perceptions of the
current learning situation. Their perceptions draw on their previous knowledge of similar …

Guidance in computer-supported collaborative inquiry learning: Capturing aspects of affect and teacher support in science classrooms

T Pietarinen, T Palonen, M Vauras - International Journal of Computer …, 2021 - Springer
Technology-enhanced collaborative inquiry learning has gained a firm position in curricula
across disciplines and educational settings and has become particularly pervasive in …