This disclosure describes, generally, methods and systems for creating dynamic subsets of larger equipment parts lists (EPLs). For example, a method may include receiving a search request that includes an associated failure code and a target asset. The method might further include providing an EPL for the asset type, and retrieving sub-lists of the EPL based on previous search requests which are associated with the failure code for the asset type. The method may further predict which one of the plurality of sub-lists has the highest probability of being associated with the failure code for the asset type and might present the predicted sub-list of the EPL to a user.