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Chen, Xieling; Zou, Di; Xie, Haoran – Education and Information Technologies, 2022
Learning analytics (LA) has become an increasingly active field focusing on leveraging learning process data to understand and improve teaching and learning. With the explosive growth in the number of studies concerning LA, it is significant to investigate its research status and trends, particularly the thematic structure. Based on 3900 LA…
Descriptors: Learning Analytics, Educational Research, Bibliometrics, Periodicals
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Traxler, Adrienne – Journal of Learning Analytics, 2022
Like learning analytics, physics education research is a relatively young field that draws on perspectives from multiple disciplines. Network analysis has an even more heterodox perspective, with roots in mathematics, sociology, and, more recently, computer science and physics. This paper reviews how network analysis has been used in physics…
Descriptors: Physics, Learning Analytics, Social Networks, Gender Differences
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McFarland, Daniel A.; Khanna, Saurabh; Domingue, Benjamin W.; Pardos, Zachary A. – AERA Open, 2021
This AERA Open special topic concerns the large emerging research area of education data science (EDS). In a narrow sense, EDS applies statistics and computational techniques to educational phenomena and questions. In a broader sense, it is an umbrella for a fleet of new computational techniques being used to identify new forms of data, measures,…
Descriptors: Learning Analytics, Statistics, Computation, Measurement
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Phillips, Tanner; Ozogul, Gamze – TechTrends: Linking Research and Practice to Improve Learning, 2020
In this study the authors conducted an empirical, bibliometric analysis of current literature in learning analytics. The authors performed a citation network analysis and found three dominant clusters of research. A qualitative thematic review of publications in these clusters revealed distinct context, goals, and topics. The largest cluster…
Descriptors: Learning Analytics, Educational Research, Bibliometrics, Citation Analysis
Bozkurt, Aras; Zawacki-Richter, Olaf; Aydin, Cengiz Hakan – Online Submission, 2019
This study presents a social network analysis of the keywords attached to articles published in the "Turkish Online Journal of Distance Education" ("TOJDE"), a prominent journal in the field of open and distance learning. The social network analysis applied was based on a data mining and analytics approach. A total of 1120…
Descriptors: Social Networks, Network Analysis, Learning Analytics, Open Education
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Bozkurt, Aras – Open Praxis, 2021
The purpose of this research is to examine the research that has been done on MOOCs by applying data mining and analytic approaches and to depict the current state of MOOC research. The text mining revealed four broad themes: (I) MOOCs as a mainstreaming learning model in HE, (II) motivation and engagement issues in MOOCs, (III) assessment issues…
Descriptors: Online Courses, Educational Technology, Technology Uses in Education, Educational Research