The Transition Matrix -- A classification of navigational patterns between LMS course sections
Abstract
Learning management systems (LMS) like Moodle are increasingly used to support university teaching. As Moodle courses become more complex, incorporating diverse interactive elements, it is important to understand how students navigate through course sections and whether course designs are meeting student needs. While substantial research exists on student usage of individual LMS elements, there is a lack of research on broader navigational patterns between course sections and how these patterns differ across courses. This study analyzes navigational data from 747 courses in the Moodle LMS at a technical university of applied sciences, representing (after filtering) around 4,400 students and 1.8 million logged events. Transition matrices and heat map visualizations are used to identify and quantify common navigational patterns. Findings include that the majority of the analyzed courses exhibit some kind of diagonal pattern, indicating that students typically navigate from the current to the next or previous section.
Cite
@article{arxiv.2506.13275,
title = {The Transition Matrix -- A classification of navigational patterns between LMS course sections},
author = {Tobias Hildebrandt and Lars Mehnen},
journal= {arXiv preprint arXiv:2506.13275},
year = {2025}
}