[HTML][HTML] The current landscape of learning analytics in higher education
Learning analytics can improve learning practice by transforming the ways we support
learning processes. This study is based on the analysis of 252 papers on learning analytics …
learning processes. This study is based on the analysis of 252 papers on learning analytics …
Connecting the dots–A literature review on learning analytics indicators from a learning design perspective
Background During the past decade, the increasingly heterogeneous field of learning
analytics has been critiqued for an over‐emphasis on data‐driven approaches at the …
analytics has been critiqued for an over‐emphasis on data‐driven approaches at the …
Scalability, sustainability, and ethicality of multimodal learning analytics
Multimodal Learning Analytics (MMLA) innovations are commonly aimed at supporting
learners in physical learning spaces through state-of-the-art sensing technologies and …
learners in physical learning spaces through state-of-the-art sensing technologies and …
Building pipelines for educational data using AI and multimodal analytics: A “grey‐box” approach
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 …
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 …
provide an accurate understanding of learning processes. However, it is still unclear how …
The evidence of impact and ethical considerations of Multimodal Learning Analytics: A Systematic Literature Review
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) …
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …
Multimodal Learning Analytics research with young children: A systematic review
L Crescenzi‐Lanna - British Journal of Educational Technology, 2020 - Wiley Online Library
Abstract Learning Analytics and Multimodal Learning Analytics are changing the way of
analysing the learning process while students interact with an educational content. This …
analysing the learning process while students interact with an educational content. This …
Temporal analysis of multimodal data to predict collaborative learning outcomes
The analysis of multiple data streams is a long‐standing practice within educational
research. Both multimodal data analysis and temporal analysis have been applied …
research. Both multimodal data analysis and temporal analysis have been applied …
How can high-frequency sensors capture collaboration? A review of the empirical links between multimodal metrics and collaborative constructs
This paper reviews 74 empirical publications that used high-frequency data collection tools
to capture facets of small collaborative groups—ie, papers that conduct Multimodal …
to capture facets of small collaborative groups—ie, papers that conduct Multimodal …
Modelling collaborative problem-solving competence with transparent learning analytics: is video data enough?
In this study, we describe the results of our research to model collaborative problem-solving
(CPS) competence based on analytics generated from video data. We have collected~ 500 …
(CPS) competence based on analytics generated from video data. We have collected~ 500 …