An exercise incentive system receives exercise sensor data originating from at least one exercise tracking device. The at least one exercise tracking device transmits exercise sensor data determined from at least one exercise sensor. The exercise incentive system estimates a personalized caloric baseline for an exerciser. At least a portion of incremental calories burned by the exerciser over at least one period of time are determined and converted into at least one exercise credit.