Visual analytics in e-learning
DOI:
https://doi.org/10.3145/epi.2014.may.03Keywords:
Educational data mining, Feedback, E-learning, Learning analytics, Inferring social network, Visualization, Visual analytics.Abstract
Current technologies used in e-learning processes require the logging of all activities performed. These data can be used in the assessment of students, instructors and the processes themselves. However, although this wealth of data exists, it is still difficult for those who teach (and interested stakeholders) to verify a hypothesis, extract conclusions, or make decisions based on the facts or situations that are discovered. This paper introduces an educational data analysis model based on visual analytics, learning analytics and academic analytics and using a software tool that allows performing confirmatory and exploratory data analysis through interaction with the information gathered from a typical Learning Management System. The main goal is to enable the discovery of knowledge on the specific learning process that, in turn, will permit its improvement.
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