Systems and methods are provided for determining a use condition of an appliance, such as a sump pump, and outputting an indication of the current use condition of the appliance. A system implementing the method will first generate an actual first signature of a first characteristic associated with the appliance. The system will then generate an actual second signature of a second characteristic associated with the appliance. Each of the actual first and second signatures are then compared to corresponding expected signatures. The system then selects a current use condition from a plurality of use conditions based on the relationship between the actual signatures and the expected signatures.