Learning Analytics Dashboard Applications
Katrien Verbert, Erik Duval, Joris Klerkx, Sten Govaerts, José Luis Santos
Abstract
Open-access reader
Katrien Verbert, Erik Duval, Joris Klerkx, Sten Govaerts, José Luis Santos
Abstract
Open-access reader
This article introduces learning analytics dashboards that visualize learning traces for learners and teachers. We present a conceptual framework that helps to analyze learning analytics applications for these kinds of users. We then present our own work in this area and compare with 15 related dashboard applications for learning. Most evaluations evaluate only part of our conceptual framework and do not assess whether dashboards contribute to behavior change or new understanding, probably also because such assessment requires longitudinal studies.
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This article introduces learning analytics dashboards that visualize learning traces for learners and teachers. We present a conceptual framework that helps to analyze learning analytics applications for these kinds of users. We then present our own work in this area and compare with 15 related dashboard applications for learning. Most evaluations evaluate only part of our conceptual framework and do not assess whether dashboards contribute to behavior change or new understanding, probably also because such assessment requires longitudinal studies.
Key concepts: Learning analytics, Dashboard, Computer science, Analytics, Data science, Cultural analytics, Visual analytics, Knowledge management