I am a data scientist and researcher developing validation and economic attribution frameworks for wearable data based on transparent, rule-based systems.

My 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.