EducationEducational TechnologyTeachingE-learningInstructional DesignStudent EngagementLearner Behavior AnalysisLearner ProfilingLearning AnalyticsOnline Course DesignOnline LearningOnline Learning AnalyticsLearner Behavior ModelingLearning Behavior AnalysisLearning Behavior AnalyticsLearning Process MiningLog Data AnalysisLog Data CollectionOnline Learning BehaviorOnline Learning Environments
In online learning environments, teachers and course designers often get little feedback about how students actually interact with and learn in online courses. Most of the learning systems used by educational institutions store comprehensive log data associated with students' behaviours and actions. However, these systems typically reveal or report on very general and limited information based on this data. In order to provide teachers and course designers with more detailed and meaningful information about students' behaviour and their use of learning resources within online courses, an analytics tool has been developed. The tool incorporates functionality to access and analyse data related to students' behaviours in learning systems. This tool can provide valuable information about students' learning processes allowing the identification of difficult or inappropriate learning material, and can therefore significantly contribute to the design of improved student support activities and resources.
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Academic Analytics: A New Tool for a New Era.
John P. Campbell, Peter B. DeBlois, Diana G. Oblinger · 2007 · 509 citations