[HTML][HTML] Research trends in multimodal learning analytics: A systematic mapping 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 …

The End is the Beginning is the End: The closed-loop learning analytics framework

M Sailer, M Ninaus, SE Huber, E Bauer… - Computers in Human …, 2024 - Elsevier
This article provides a comprehensive review of current practices and methodologies within
the field of learning analytics, structured around a dedicated closed-loop framework. This …

[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 …

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 …

[PDF][PDF] AI-Driven transformations in higher education: Opportunities and challenges

MBE Saaida - International Journal of Educational Research and …, 2023 - academia.edu
This research paper explores the potential impact of artificial intelligence (AI) on higher
education. The integration of AI has the potential to revolutionize teaching and learning …

Multimodal learning analytics—In‐between student privacy and encroachment: A systematic review

P Prinsloo, S Slade, M Khalil - British Journal of Educational …, 2023 - Wiley Online Library
Since the emergence of learning analytics (LA) in 2011 as a distinct field of research and
practice, multimodal learning analytics (MMLA), shares an interdisciplinary approach to …

Generative artificial intelligence in learning analytics: Contextualising opportunities and challenges through the learning analytics cycle

L Yan, R Martinez-Maldonado, D Gasevic - Proceedings of the 14th …, 2024 - dl.acm.org
Generative artificial intelligence (GenAI), exemplified by ChatGPT, Midjourney, and other
state-of-the-art large language models and diffusion models, holds significant potential for …

METS: multimodal learning analytics of embodied teamwork learning

L Zhao, Z Swiecki, D Gasevic, L Yan, S Dix… - … Learning Analytics and …, 2023 - dl.acm.org
Embodied team learning is a form of group learning that occurs in co-located settings where
students need to interact with others while actively using resources in the physical learning …

Socio-Spatial Learning Analytics in Co-located Collaborative Learning Spaces: A Systematic Literature Review.

L Yan, L Zhao, D Gaševic, X Li… - Journal of Learning …, 2023 - ERIC
Socio-spatial learning analytics (SSLA) is an emerging area within learning analytics
research that seeks to uncover valuable educational insights from individuals' social and …

Framing professional learning analytics as reframing oneself

SB Shum, A Littlejohn, K Kitto… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Central to imagining the future of technology-enhanced professional learning is the question
of how data are gathered, analyzed, and fed back to stakeholders. The field of learning …