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Vargas, David L.; Bridgeman, Ariel M.; Schmidt, David R.; Kohl, Patrick B.; Wilcox, Bethany R.; Carr, Lincoln D. – Physical Review Physics Education Research, 2018
We compute nodal centrality measures on the collaboration networks of students enrolled in three upper-division physics courses, usually taken sequentially, at the Colorado School of Mines. These are complex networks in which links between students indicate assistance with homework. The courses included in the study are intermediate classical…
Descriptors: Correlation, College Students, Academic Achievement, Social Networks
Traxler, Adrienne; Garvin, A.; Lindell, Rebecca – Physical Review Physics Education Research, 2018
Discussion forums provide a channel for students to engage with peers and course material outside of class, accessible even to commuter and nontraditional populations. Forums can build classroom community and aid learning, but students do not always take up these tools. We use network analysis to compare three semesters of forum logs from an…
Descriptors: College Students, College Science, Introductory Courses, Physics
Cai, Zhiqiang; Eagan, Brendan; Dowell, Nia M.; Pennebaker, James W.; Shaffer, David W.; Graesser, Arthur C. – International Educational Data Mining Society, 2017
This study investigates a possible way to analyze chat data from collaborative learning environments using epistemic network analysis and topic modeling. A 300-topic general topic model built from TASA (Touchstone Applied Science Associates) corpus was used in this study. 300 topic scores for each of the 15,670 utterances in our chat data were…
Descriptors: Epistemology, Network Analysis, Cooperative Learning, Computer Software
Schneider, Bertrand; Pea, Roy – International Journal of Computer-Supported Collaborative Learning, 2014
We describe preliminary applications of network analysis techniques to eye-tracking data collected during a collaborative learning activity. This paper makes three contributions: first, we visualize collaborative eye-tracking data as networks, where the nodes of the graph represent fixations and edges represent saccades. We found that those…
Descriptors: Cooperative Learning, Network Analysis, Eye Movements, Learning Activities
Reychav, Iris; Raban, Daphne Ruth; McHaney, Roger – Journal of Educational Computing Research, 2018
The current empirical study examines relationships between network measures and learning performance from a social network analysis perspective. We collected computerized, networking data to analyze how 401 junior high students connected to classroom peers using text- and video-based material on iPads. Following a period of computerized…
Descriptors: Junior High School Students, Academic Achievement, Computer Uses in Education, Social Media
Fontainha, Elsa; Martins, Jorge Tiago; Vasconcelos, Ana Cristina – Information Research: An International Electronic Journal, 2015
Introduction: This paper aims at understanding virtual communities of learning in terms of dynamics, types of knowledge shared by participants, and network characteristics such as size, relationships, density, and centrality of participants. It looks at the relationships between these aspects and the evolution of communities of learning. It…
Descriptors: Network Analysis, Communities of Practice, Economics Education, Group Dynamics
Tirado, Ramón; Hernando, Ángel; Aguaded, José Ignacio – Interactive Learning Environments, 2015
Interactive relationships in online learning communities can influence the process and quality of knowledge building. The aim of this study is to empirically investigate the relationships between network structures and social knowledge building in an asynchronous writing environment through discussion forums in a learning management system. The…
Descriptors: Foreign Countries, Educational Technology, Electronic Learning, Computer Assisted Instruction
Tirado, Ramon; Hernando, Angel; Aguaded, Jose Ignacio – Online Submission, 2012
Interactive relationships in online learning communities can influence the process and quality of knowledge building. The aim of this study is to empirically investigate the relationships between network structures and social knowledge building in an asynchronous writing environment through discussion forums in a learning management system. The…
Descriptors: Foreign Countries, Educational Technology, Electronic Learning, Computer Assisted Instruction