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 …

Multimodal data capabilities for learning: What can multimodal data tell us about learning?

K Sharma, M Giannakos - British Journal of Educational …, 2020 - Wiley Online Library
Most research on learning technology uses clickstreams and questionnaires as their primary
source of quantitative data. This study presents the outcomes of a systematic literature …

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) …

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 …

Multimodal data fusion in learning analytics: A systematic review

S Mu, M Cui, X Huang - Sensors, 2020 - mdpi.com
Multimodal learning analytics (MMLA), which has become increasingly popular, can help
provide an accurate understanding of learning processes. However, it is still unclear how …

Towards collaboration translucence: Giving meaning to multimodal group data

V Echeverria, R Martinez-Maldonado… - Proceedings of the …, 2019 - dl.acm.org
Collocated, face-to-face teamwork remains a pervasive mode of working, which is hard to
replicate online. Team members' embodied, multimodal interaction with each other and …

[КНИГА][B] Encyclopedia of education and information technologies

A Tatnall - 2020 - Springer
The effects of technology acceptance and innovation diffusion behaviors on information and
communications technology-enabled teaching/learning systems (ITLS) adoption attract …

A critical examination of informal learning spaces

N Berman - Higher Education Research & Development, 2020 - Taylor & Francis
Globally, the future of the higher education sector is under increasing scrutiny, and
questions are being asked about the relevance of universities as traditional sites of teaching …

TeamSlides: A multimodal teamwork analytics dashboard for teacher-guided reflection in a physical learning space

V Echeverria, L Yan, L Zhao, S Abel, R Alfredo… - Proceedings of the 14th …, 2024 - dl.acm.org
Advancements in Multimodal Learning Analytics (MMLA) have the potential to enhance the
development of effective teamwork skills and foster reflection on collaboration dynamics in …

Moodoo: indoor positioning analytics for characterising classroom teaching

R Martinez-Maldonado, V Echeverria, J Schulte… - Artificial Intelligence in …, 2020 - Springer
This paper presents Moodoo, a system that models how teachers make use of classroom
spaces by automatically analysing indoor positioning traces. We illustrate the potential of the …