System and Method for Predicting Individual Performance in a Sporting Activity

A non-transitory computer readable medium comprising one or more sequences of instructions, which, when executed by a processor, causes a computing system to perform operations comprising:

• receiving, by the computing system from a user device, a request to generate an estimated activity profile for a user of the user device for a workout;
• identifying, by the computing system, route information for the workout, wherein the route information comprises at least one data point associated with the route information;
• generating, by the computing system via a trained prediction system, an initial estimated heartrate for the user for the at least one data point in the route information based on a personalized training process for the user;
• generating, by the computing system via the trained prediction system, a duration of a portion of the workout based on the at least one data point in the route information and environmental information associated with a time and day of the workout;
• generating, by the computing system via the trained prediction system, a projected heartrate of the user during the workout based on the initial estimated heartrate of the user and the generated duration;
• and
• outputting, by the computing system, the estimated activity profile corresponding to the workout based on the projected heartrate of the user, wherein the estimated activity profile comprises the projected heartrate of the user.

A system comprising:

• a processor;
• and
• a memory having programming instructions stored thereon, which, when executed by the processor, causes the system to perform operations comprising:
• receiving, from a user device, a request to generate an estimated activity profile for a user of the user device for a workout;
• identifying route information for the workout, wherein the route information comprises at least one data point associated with the route information;
• generating, via a trained prediction system, an initial estimated heartrate for the user for the at least one data point in the route information based on a personalized training process for the user;
• generating, via the trained prediction system, a duration of a portion of the workout based on the at least one data point in the route information and environmental information associated with a time and day of the workout;
• generating, via the trained prediction system, a projected heartrate of the user during the workout based on the initial estimated heartrate of the user and the generated duration;
• and
• outputting the estimated activity profile corresponding to the workout based on the projected heartrate of the user, wherein the estimated activity profile comprises the projected heartrate of the user.