  This Innovative Practice Full Paper presents an approach of using software
development artifacts to gauge student behavior and the effectiveness of
changes to curriculum design. There is an ongoing need to adapt university
courses to changing requirements and shifts in industry. As an educator it is
therefore vital to have access to methods, with which to ascertain the effects
of curriculum design changes. In this paper, we present our approach of
analyzing software repositories in order to gauge student behavior during
project work. We evaluate this approach in a case study of a university
undergraduate software development course teaching agile development
methodologies. Surveys revealed positive attitudes towards the course and the
change of employed development methodology from Scrum to Kanban. However,
surveys were not usable to ascertain the degree to which students had adapted
their workflows and whether they had done so in accordance with course goals.
Therefore, we analyzed students' software repository data, which represents
information that can be collected by educators to reveal insights into learning
successes and detailed student behavior. We analyze the software repositories
created during the last five courses, and evaluate differences in workflows
between Kanban and Scrum usage.
