Exploring Software Engineering Subjects by Using Visual Learning Analytics Techniques.
Date
2015
Authors
Conde-González, M. Á.
García-Peñalvo, Francisco J.
Gómez-Aguilar, D. A.
Therón, R.
Journal Title
Journal ISSN
Volume Title
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Abstract
The application of the Information and Communication Technologies to teaching and learning processes is linked to the
development of new tools and services that can help students and teachers. Learning platforms are a clear example of this. They are
very popular tools in eLearning contexts and provide different kinds of learning applications and services. In addition, these
environments also register most of the interactions between the learning process stakeholders and the system. This information could potentially be used to make decisions but usually it is stored as raw data, which is very difficult to understand. This work presents a system that employs visual learning analytic techniques to facilitate the exploitation of that information. The system presented includes several tools that make possible to explore issues such as: when interaction is carried out, which contents are the most important for users, how they interact with others, etc. The system was tested in the context of a software engineering subject, taking into account the stored logs of five academic years. From this analysis it is possible to see how visual analytics can help decision-making and in this context how it helps to improve educational processes.
Description
Keywords
visual analytics, learning analytics, decision making, learning management systems, analítica visual, analítica de aprendizaje, toma de decisiones, sistemas de gestión del aprendizaje
Citation
Conde, M. Á., García-Peñalvo, F. J., Gómez-Aguilar, D. A., & Therón, R. (2015). Exploring Software Engineering Subjects by Using Visual Learning Analytics Techniques. IEEE Revista Iberoamericana de Tecnologías del Aprendizaje (IEEE RITA), 10(4), 242-252. doi:10.1109/RITA.2015.2486378