A computer-based method for predicting vehicle component failures from a fleet of vehicles and taking corrective action. The method includes receiving maintenance data regarding a vehicle component, receiving from a vehicle's telemetry device, sensor data for the vehicle component. obtaining manufacturer's recommended service data for the vehicle component, the maintenance data, the sensor data, and the manufacturer's recommended service data collectively forming vehicle component data, comparing the stored vehicle component data to a statistical behavioral model for the vehicle component to produce vehicle component comparative data, and applying the vehicle component comparative data to a predictive maintenance algorithm for the vehicle component to predict a date of failure of the vehicle component.