Disclosed are various embodiments of systems, methods, and computer programs that generate filters that can be used to filter offerings in a user interface. The effectiveness of filters can be evaluated to generate an effectiveness metric. The effectiveness metric can be used to weight the filters. The effectiveness metric can be based on a probability analysis of filters that are based on the probability that a filter was active when a transaction in the transaction history occurred.