In recent years, educators have placed more emphasis on the importance of hands-on participation and student-led inquiry. While the benefits of self-directed learning are widely acknowledged, the reasons why a sense of control over the learning process might lead to better acquisition of material are poorly understood. Psychological scientists address this gap in understanding in a new article by examining the issue of self-directed learning from a cognitive and a computational perspective.