The PD Exchange

AI Music Tools in the Classroom: Effects on Student Perception and Self-Belief

Friday 5 June 2026·3:50 pm

This project investigates how access to generative and analytical AI music tools influences university music students’ self-efficacy, expectancy–value beliefs, and perceptions of AI. Using classroom-based interventions across multiple departments, the study identifies how AI exposure shapes creative interest, technology adoption, and students’ confidence in their own musicianship.

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