Abstract: Methods and systems for predicting a remaining useful life of one or more components of a transport refrigeration system (TRS) are described. The methods and systems described herein generally involve predicting a useful life of a transport unit based on a determined parameter. The determined parameter can be, for example, an ambient temperature, a return air temperature, an internal space temperature and/or a discharge air temperature.