This project aims to explore the feasibility of remote monitoring in brain stroke rehabilitation based on the analysis of 3D movements captured with smartwatches. We base our analysis on the Kinematic Theory of Rapid Human Movement, which provides a mathematical description of the movements made by individuals, reflecting the behaviour of their neuromuscular system.