Creativity is agentic, and so is learning. People create and learn new things most effectively when they are convinced that they can respond appropriately to the task (creative confidence) and value the activity at hand. This investigation explores the role of the relatively understudied aspect of creative agency: self-regulatory strategies. In a longitudinal study, we tested whether self-regulation strategies, previously found to be essential drivers of academic achievement and learning in general (rehearsal, elaboration, critical thinking, and metacognition), might also support creativity in learning. Specifically, we tested sequential mediation, where creative confidence and self-regulation longitudinally mediated the relationship between creative potential (divergent thinking) and effective application of creative skills to solve problems embedded in school subjects. Our findings confirm that self-regulatory strategies predict providing creative solutions to school tasks (a proxy of creative learning) and mediate the relationship between divergent thinking, creative confidence, and creative learning.