A method for predicting failure in an Automated Teller Machine (ATM) is provided. The method may include using a database to store information relating to the performance of a component function by an ATM component. The information may include normal performance information and fault information. The method may further include using a computational module to calculate a fault rate for the ATM component. The method may also include using a processor to compare the calculated fault rate to a threshold value associated with the component function. In the event that the fault rate exceeds the threshold value, the processor may initiate a request for service of the ATM component.