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 …

How do we model learning at scale? A systematic review of research on MOOCs

S Joksimović, O Poquet, V Kovanović… - Review of …, 2018 - journals.sagepub.com
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 …

Teacher emotions in the classroom and their implications for students

AC Frenzel, L Daniels, I Burić - Educational Psychologist, 2021 - Taylor & Francis
The present contribution provides a conceptualization of teacher emotions rooted in
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 …

The datafication of education

J Jarke, A Breiter - Learning, Media and Technology, 2019 - Taylor & Francis
The increasing datafication, in particular the availability of data and corresponding
algorithms introduces new means to measure, capture, describe and represent social life in …

Emotion regulation in achievement situations: An integrated model

JM Harley, R Pekrun, JL Taxer… - Educational Psychologist, 2019 - Taylor & Francis
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 …

Multimodal learning analytics for game‐based learning

A Emerson, EB Cloude, R Azevedo… - British journal of …, 2020 - Wiley Online Library
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 …

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 …

Innovative pedagogies of the future: An evidence-based selection

C Herodotou, M Sharples, M Gaved… - Frontiers in …, 2019 - frontiersin.org
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 …

Intelligent tutoring systems: How computers achieve learning gains that rival human tutors

SK D'Mello, A Graesser - Handbook of educational psychology, 2023 - taylorfrancis.com
Intelligent Tutoring System (ITSs) implement many affordances of digital technologies that
were articulated in the National Academy of Sciences, Engineering, and Medicine report …