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Ridwan Whitehead; Andy Nguyen; Sanna Järvelä – Journal of Learning Analytics, 2025
Incorporating non-verbal data streams is essential to understanding the dynamics of interaction within collaborative learning environments in which a variety of verbal and non-verbal modes of communication intersect. However, the complexity of non-verbal data -- especially gathered in the wild from collaborative learning contexts -- demands…
Descriptors: Case Studies, Nonverbal Communication, Video Technology, Data Analysis
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Worsley, Marcelo; Anderson, Khalil; Melo, Natalie; Jang, JooYoung – Journal of Learning Analytics, 2021
Collaboration has garnered global attention as an important skill for the 21st century. While researchers have been doing work on collaboration for nearly a century, many of the questions that the field is investigating overlook the need for students to learn how to read and respond to different collaborative settings. Existing research focuses on…
Descriptors: Learning Analytics, Cooperative Learning, 21st Century Skills, College Students
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Dowell, Nia M. M.; Lin, Yiwen; Godfrey, Andrew; Brooks, Christopher – Journal of Learning Analytics, 2020
Collaborative problem-solving (CPS) has become an essential component of today's knowledge-based, innovation-centred economy and society. As such, communication and CPS are now considered critical 21st century skills and incorporated into educational practice, policy, and research. Despite general agreement that these are important skills, there…
Descriptors: Social Cognition, Cooperative Learning, Problem Solving, Educational Objectives
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Mallavarapu, Aditi; Lyons, Leilah; Uzzo, Stephen – Journal of Learning Analytics, 2022
Large-group (n > 8) co-located collaboration has not been adequately studied because it demands different conceptual framings than those used to study small-group collaboration, while also posing pragmatic constraints on data collection. Working within these pragmatic constraints, we use video data to devise an indicator of the current…
Descriptors: Social Networks, Network Analysis, Cooperative Learning, Data Collection
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Halpin, Peter – Journal of Learning Analytics, 2021
This paper addresses dynamical interdependence among the actions of group members. I assume that the actions of each member can be represented as nodes of a dynamical network and then collect the nodes into disjoint subsets (components) representing the individual group members. Interdependence among group members' actions can then be defined with…
Descriptors: Learning Analytics, Group Dynamics, Group Membership, Interpersonal Relationship