This action research discovers the learning preferences of middle school students enrolled in an advanced steel drum class in central Florida, specifically their attitudes toward the learner-centered approach while composing and learning music. Sixteen participants compare the traditional teacher-led formal instruction to student-led informal learning across three projects: composition, peer teaching, and student-led small group with the introduction of Modern Band instruments. Students are given creative freedom to choose their own friendship groups, instruments, and songs. Ease, enjoyment, and success rates are measured through questionnaires, video recording, field notes, and interviews. Student preferences toward teacher-directed and peer-directed learning change throughout the study, from student-led learning to teacher-led instruction as the tasks become more difficult. In addition, preferred learning techniques of the steel drum are found to be reading notation, listening to the music, and demonstrating how to play the instrument through kinesthetic means. Music teachers can successfully implement a more learner-centered classroom by planning lessons that are in line with student ability and background knowledge, while incrementally increasing challenges.