Gaming tracking and recommendation system

A recommendation system is provided, including a non-transitory memory, a processor, and a player interface. The non-transitory memory is configured to store a database including the player's playing history for a plurality of electronic gaming machines. The processor is coupled to the non-transitory memory and configured to gain access to the database and execute computer-executable instructions. The computer-executable instructions include a promotions engine operable to generate a list of electronic gaming machine recommendations personalized for a player based at least on the player's playing history. The promotions engine is further operable to generate a promotion based on the list. The player interface is accessible by the player and includes a display configured to present the promotion.