The Smart Compression Sleeve is a wearable device designed to prevent sports injuries in adolescent athletes. Embedded inertial measurement units capture joint kinematics during activity, while a machine learning pipeline identifies movement patterns associated with ACL injury risk. Data is streamed to a mobile app for real-time feedback. The project also supports longitudinal research, validating ML predictions against physiotherapy assessments.