Students, instructors, and policy makers are in need of research-based recommendations for supporting students' motivation to pursue STEM fields. The present study addressed this need by examining relations between perceived motivational supports, year-long trajectories of expectancy for success and three task values, and grades among students (N…

The present study examined the relations between three motivational variables, i.e. academic self-efficacy, task importance, and interest with three types of learning behaviours, i.e. class engagement, metacognitive self-regulation, and avoidance coping with 1954 secondary students in Singapore. Positive correlations were found between the three…

In recent years, an increasing number of analyses in Learning Analytics and Educational Data Mining (EDM) have adopted a "Discovery with Models" approach, where an existing model is used as a key component in a new EDM/analytics analysis. This article presents a theoretical discussion on the emergence of discovery with models, its…