Methods and apparatus for generating and presenting real estate recommendations are disclosed. The presently disclosed recommendation system processes a plurality of previously executed real estate transactions to create a knowledge database. The knowledge database stores correlations between real estate attributes, buyer attributes, advertiser attributes, and publisher attributes. The system correlates information about a buyer to information in the knowledge database and generates recommendations based upon a buyer profile and the knowledge database.