In various example embodiments, a system and method for personalization of search results are provided. In example embodiments, a user interface that allows a user to establish optimization preferences used to personalize results based on a query is provided. The optimization preferences include values that are a portion of a total allowed value assigned to interrelated optimization factors. The optimization preferences are received via the user interface. The optimization preferences are applied to matches obtained based on the query to generate a personalized result set.