American Behavioral Scientist · 2013 · 612 citations · 23 references
EducationEducational TechnologyVisualizationData VisualizationInstructional DesignVisual AnalyticsDashboard DesignLearner AnalysisLearner Behavior AnalysisLearner ProfilingLearning AnalyticsOnline Learning AnalyticsConceptual Framework AlignmentInteraction Trace AnalysisLearning Analytics MethodologyLearning Behavior AnalyticsLearning Progress DashboardsVisualization For Learning AnalyticsVisualization Of Learning Data
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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A stage-based model of personal informatics systems
Ian Li, Anind Dey, Jodi Forlizzi · 2010 · 1.1K citations
Architecture, Information Systems, Human-computer Interaction +7
Kimberly E. Arnold, Matthew D. Pistilli · 2012 · 923 citations
Erik Duval · 2011 · 320 citations · Full text