I am a data scientist and researcher developing validation and economic attribution frameworks for analytical systems, focused on real-world applications with measurable social impact.

My current work examines whether assigning measurable value to validated physical activity can improve wearable usability and long-term adherence. By combining transparent validation with incentive mechanisms, I explore how consistent device use can be increased, enabling more reliable longitudinal datasets for public health and applied research.