The role of learning theory in multimodal learning analytics

M Giannakos, M Cukurova - British Journal of Educational …, 2023 - Wiley Online Library
This study presents the outcomes of a semi‐systematic literature review on the role of
learning theory in multimodal learning analytics (MMLA) research. Based on previous …

Detecting emotions through electrodermal activity in learning contexts: A systematic review

A Horvers, N Tombeng, T Bosse, AW Lazonder… - Sensors, 2021 - mdpi.com
There is a strong increase in the use of devices that measure physiological arousal through
electrodermal activity (EDA). Although there is a long tradition of studying emotions during …

From signals to knowledge: A conceptual model for multimodal learning analytics

D Di Mitri, J Schneider, M Specht… - Journal of Computer …, 2018 - Wiley Online Library
Multimodality in learning analytics and learning science is under the spotlight. The
landscape of sensors and wearable trackers that can be used for learning support is …

Measuring emotions in education using wearable devices: A systematic review

S Ba, X Hu - Computers & Education, 2023 - Elsevier
Wearable devices that detect real-time and fine-grained physiological signals offer
potentials for understanding the intricate mechanisms of emotions in education. However …

Applying collaborative cognitive load theory to computer-supported collaborative learning: Towards a research agenda

J Janssen, PA Kirschner - Educational Technology Research and …, 2020 - Springer
Research on computer-supported collaborative learning (CSCL) has traditionally
investigated how student-, group-, task-, and technological characteristics affect the …

Exploring students' cognitive and affective states during problem solving through multimodal data: Lessons learned from a programming activity

K Mangaroska, K Sharma, D Gašević… - Journal of Computer …, 2022 - Wiley Online Library
Background Problem‐solving is a multidimensional and dynamic process that requires and
interlinks cognitive, metacognitive, and affective dimensions of learning. However, current …

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] 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 …

[HTML][HTML] Virtual meeting fatigue: Exploring the impact of virtual meetings on cognitive performance and active versus passive fatigue.

N Nurmi, S Pakarinen - Journal of occupational health psychology, 2023 - psycnet.apa.org
In this study, we challenge the commonly held belief that virtual meeting fatigue manifests as
exhaustion (ie, active fatigue) resulting from overloading demands and instead suggest that …

Building pipelines for educational data using AI and multimodal analytics: A “grey‐box” approach

K Sharma, Z Papamitsiou… - British Journal of …, 2019 - Wiley Online Library
Students' on‐task engagement during adaptive learning activities has a significant effect on
their performance, and at the same time, how these activities influence students' behavior is …