In one aspect, system 10 provides automated analysis of continuous parameter data, from a malfunctioning machine such as a locomotive, and prediction of one or more possible repair actions. [0027] Although the present invention is described with reference to a locomotive, system 10 can be used in conjunction with any machine in which operation of the machine is monitored, such as a chemical, an el