Assessment of students' agency in Finnish and Spanish university courses: Analysis of measurement invariance

This study reports on the measurement invariance of the Agency of University Students Scale in data consisting of Finnish and Spanish university students (n = 645) and presents cross-national findings on student agency assessment. Multigroup confirmatory factor analysis confirmed the metric invariance for 10 factors, which allows comparisons of covariance structures and correlation analyses, and can, for example, be used to examine background factor effects on agency across groups. At least partial scalar invariance was confirmed for six factors, allowing comparisons of mean values between Finnish and Spanish students. Differences were found in the experiences of personal and relational resources of agency. The analysis discusses the utility of the AUS Scale for large-scale studies of student agency across countries

Course Satisfaction in Engineering Education Through the Lens of Student Agency Analytics

This Research Full Paper presents an examination of the relationships between course satisfaction and student agency resources in engineering education. Satisfaction experienced in learning is known to benefit the students in many ways. However, the varying significance of the different factors of course satisfaction is not entirely clear. We used a validated questionnaire instrument, exploratory statistics, and supervised machine learning to examine how the different factors of student agency affect course satisfaction among engineering students (N = 293). Teacher’s support and trust for the teacher were identified as both important and critical factors concerning experienced course satisfaction. Participatory resources of agency and gender proved to be less important factors. The results provide convincing evidence about the possibility to identify the most important factors affecting course satisfaction.peerReviewe