METHODS AND APPARATUS TO PREDICT MACHINE FAILURES

Methods and apparatus of modeling work vehicle data and predicting machine failures based on the same are disclosed . An example method includes accessing a first alert sequence from a work vehicle , the first alert sequence is associated with one or more of observed diagnostic code , observed vehicle sensor data , or observed vehicle status data ; comparing the first alert sequence to a model including an association between reference alert sequences , reference machine failures , and probable parts used to repair the respective reference machine failures ; identifying a substantial similarity between the first alert sequence and a first reference alert sequence of the reference alert sequences; and based on the model and the first reference alert sequence , identifying first probable parts of the probable parts used to repair a first reference machine failure of the reference machine failures , where the first reference machine failure is associated with the first reference alert
sequence.