Career-long teacher learning is essential to the teaching profession because it is strongly connected with teacher quality and practices. Student teachers in the first stage of their career-long learning continuum, however, vary in the extent to which they participate in learning activities. This study explores the relationship between beliefs about learning and teaching and participation in learning activities among student teachers, in a school-based teacher education setting for secondary education in the Netherlands. The results indicate that student teachers vary in their beliefs. Structural equation modelling analysis shows that pupil-oriented beliefs are positively related to self-reported participation in learning activities; no relationship emerges between subject matter-oriented beliefs and learning. A cluster analysis reveals two distinct belief profiles, and the findings confirm the relationship to participation in learning activities. Implications for teacher education programmes intended to enhance the chances that their student teachers will become pupil-oriented, career-long learning professionals are discussed.