This chapter investigates uncontrolled manifold analysis in throwing mechanics, focusing on the shoulder, elbow, and wrist joint angles. It emphasizes the variability in joint movement and the implications for performance, while critiquing current research methodologies. Through the lens of elite baseball pitchers, the discussion highlights the adaptability required for optimal throw execution based on distance and task demands.