Nonparametric fuzzy inference system and method used in combination with a computer and memory for providing an indicator of asset condition by collecting asset training data, creating membership functions by deriving parameters of the membership functions directly from the asset training data, acquiring current asset data, and using the membership functions in a fuzzy inference system for processing the current asset data for providing an indicator of asset condition.