Best intentions: learner feedback on learning analytics visualization design

Abstract

A mixed methods approach was undertaken in this exploratory study to better understand how learners perceive and utilize learning analytics visualizations during online discussions activities. Internal conditions such as goal orientation and numeracy were measured alongside the external conditions created by the discussion structure and learning analytics. Our results emphasize key factors that should be considered when designing learning analytics tools.