Guidelines for using multiple views in information visualization
AVI '00 Proceedings of the working conference on Advanced visual interfaces
Usability Engineering
The Eyes Have It: A Task by Data Type Taxonomy for Information Visualizations
VL '96 Proceedings of the 1996 IEEE Symposium on Visual Languages
The challenge of information visualization evaluation
Proceedings of the working conference on Advanced visual interfaces
Visualization of large hierarchical data by circle packing
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
The folksonomy tag cloud: when is it useful?
Journal of Information Science
Visual Analytics: Definition, Process, and Challenges
Information Visualization
International Journal of Artificial Intelligence in Education
Visual Perception of Parallel Coordinate Visualizations
IV '09 Proceedings of the 2009 13th International Conference Information Visualisation
Distributed Awareness for Class Orchestration
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
EC-TEL '09 Proceedings of the 4th European Conference on Technology Enhanced Learning: Learning in the Synergy of Multiple Disciplines
Pargnostics: Screen-Space Metrics for Parallel Coordinates
IEEE Transactions on Visualization and Computer Graphics
INFOVIS'03 Proceedings of the Ninth annual IEEE conference on Information visualization
Fit4life: the design of a persuasive technology promoting healthy behavior and ideal weight
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Cardiogram: visual analytics for automotive engineers
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
KronoMiner: using multi-foci navigation for the visual exploration of time-series data
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
ICWL'07 Proceedings of the 6th international conference on Advances in web based learning
Evaluating the student activity meter: two case studies
ICWL'11 Proceedings of the 10th international conference on Advances in Web-Based Learning
Splatting the lines in parallel coordinates
EuroVis'09 Proceedings of the 11th Eurographics / IEEE - VGTC conference on Visualization
GLASS: a learning analytics visualization tool
Proceedings of the 2nd International Conference on Learning Analytics and Knowledge
Addressing learner issues with StepUp!: an evaluation
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Live interest meter: learning from quantified feedback in mass lectures
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Inferring higher level learning information from low level data for the Khan Academy platform
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Supporting action research with learning analytics
Proceedings of the Third International Conference on Learning Analytics and Knowledge
Designing pedagogical interventions to support student use of learning analytics
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
The impact of learning analytics on the dutch education system
Proceedings of the Fourth International Conference on Learning Analytics And Knowledge
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Visualization of user actions can be used in Technology Enhanced Learning to increase awareness for learners and teachers and to support self-reflection. In this paper, we present our Student Activity Meter that visualizes learner actions. We present four design iterations and results of both quantitative and qualitative evaluation studies in real-world settings that assess the usability, use and usefulness of different visualizations. Results indicate that our tool is useful for a variety of teacher and learner needs, including awareness of time spent and resource use. Tools like SAM can also be deployed in other settings that require awareness and self-reflection, e.g. in personal informatics and health monitoring, where motivated users will value the flexible mechanisms to analyze trending data.