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This study explores factors contributing to positive learning experiences in a graduate-level statistics course. We used interviews and surveys to compare students with positive and negative prior experiences in math and statistics. Key findings indicate that hands-on activities, visualization techniques, and supportive instructors can improve learning experiences. Specifically, students with negative prior experiences showed marked improvement in understanding with hands-on activities where they actively and physically interact with the materials. Results provide insights for developing instructional strategies that accommodate students' varied backgrounds.