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 …

[HTML][HTML] Research trends in multimodal learning analytics: A systematic map** study

H Ouhaichi, D Spikol, B Vogel - Computers and Education: Artificial …, 2023 - Elsevier
Understanding and improving education are critical goals of learning analytics. However,
learning is not always mediated or aided by a digital system that can capture digital traces …

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

L Yan, V Echeverria, Y **… - 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 …

[PDF][PDF] What is learning analytics

C Lang, AF Wise, A Merceron, D Gašević… - The handbook of …, 2022 - researchgate.net
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 …

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 …

Scalability, sustainability, and ethicality of multimodal learning analytics

L Yan, L Zhao, D Gasevic… - LAK22: 12th international …, 2022 - dl.acm.org
Multimodal Learning Analytics (MMLA) innovations are commonly aimed at supporting
learners in physical learning spaces through state-of-the-art sensing technologies and …

Lessons learnt from a multimodal learning analytics deployment in-the-wild

R Martinez-Maldonado, V Echeverria… - ACM Transactions on …, 2023 - dl.acm.org
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 …

What makes learning analytics research matter

AF Wise, S Knight, X Ochoa - Journal of Learning Analytics, 2021 - learning-analytics.info
The ongoing changes and challenges brought on by the COVID-19 pandemic have
exacerbated long-standing inequities in education, leading many to question basic …

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 …

Applying learning analytics in online environments: Measuring learners' engagement unobtrusively

S Caspari-Sadeghi - Frontiers in Education, 2022 - frontiersin.org
Prior to the emergence of Big Data and technologies such as Learning Analytics (LA),
classroom research focused mainly on measuring learning outcomes of a small sample …