Litcius/Paper detail

Tracking Data in Open Learning Environments

Erik Duval, Joris Klerkx, José Luis Santos, Katrien Verbert, Stefaan Ternier, Sven Charleer

2020Open University of the Netherlands Research Portal27 citationsDOIOpen Access PDF

Abstract

The collection and management of learning traces, metadata about actions that students perform while they learn, is a core topic in the domain of Learning Analytics. In this paper, we present a simple architecture for collecting and managing learning traces. We describe requirements, different components of the architecture, and our experiences with the successful deployment of the architecture in two different case studies: a blended learning university course and an enquiry based learning secondary school course. The architecture relies on trackers, collecting agents that fetch data from external services, for flexibility and configurability. In addition, we discuss how our architecture meets the requirements of different learning environments, critical reflections and remarks on future work.

Topics & Concepts

Computer scienceArchitectureMetadataSoftware deploymentFlexibility (engineering)Learning analyticsActive learning (machine learning)Learning ManagementBlended learningBitTorrent trackerData scienceHuman–computer interactionSoftware engineeringMultimediaWorld Wide WebArtificial intelligenceEducational technologyMathematics educationMathematicsEye trackingVisual artsArtStatisticsOnline Learning and AnalyticsCloud Computing and Resource ManagementPeer-to-Peer Network Technologies