Multimodal data capabilities for learning: What can multimodal data tell us about learning?
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 …
source of quantitative data. This study presents the outcomes of a systematic literature …
How do we model learning at scale? A systematic review of research on MOOCs
Despite a surge of empirical work on student participation in online learning environments,
the causal links between the learning-related factors and processes with the desired …
the causal links between the learning-related factors and processes with the desired …
Teacher emotions in the classroom and their implications for students
The present contribution provides a conceptualization of teacher emotions rooted in
appraisal theory and draws on several complementary theoretical perspectives to create a …
appraisal theory and draws on several complementary theoretical perspectives to create a …
[HTML][HTML] Cognitive and emotional engagement while learning with VR: The perspective of multimodal methodology
I Dubovi - Computers & Education, 2022 - Elsevier
This study uses a multimodal data analysis approach to provide a more continuous and
objective insight into how students' engagement unfolds and impacts learning …
objective insight into how students' engagement unfolds and impacts learning …
The datafication of education
The increasing datafication, in particular the availability of data and corresponding
algorithms introduces new means to measure, capture, describe and represent social life in …
algorithms introduces new means to measure, capture, describe and represent social life in …
Emotion regulation in achievement situations: An integrated model
Achievement emotions are critical because of their impact on success and failure in
important domains such as learning. These emotions may be modified via emotion …
important domains such as learning. These emotions may be modified via emotion …
Multimodal learning analytics for game‐based learning
A distinctive feature of game‐based learning environments is their capacity to create
learning experiences that are both effective and engaging. Recent advances in sensor …
learning experiences that are both effective and engaging. Recent advances in sensor …
The role of metamotivational monitoring in motivation regulation
DB Miele, AA Scholer - Educational Psychologist, 2018 - Taylor & Francis
This article builds on existing models of motivation regulation in order to examine how
students identify and address motivational deficits (eg, not enough motivation or not the right …
students identify and address motivational deficits (eg, not enough motivation or not the right …
Innovative pedagogies of the future: An evidence-based selection
There is a widespread notion that educational systems should empower learners with skills
and competences to cope with a constantly changing landscape. Reference is often made to …
and competences to cope with a constantly changing landscape. Reference is often made to …
Intelligent tutoring systems: How computers achieve learning gains that rival human tutors
Intelligent Tutoring System (ITSs) implement many affordances of digital technologies that
were articulated in the National Academy of Sciences, Engineering, and Medicine report …
were articulated in the National Academy of Sciences, Engineering, and Medicine report …