A recommendation service is provided for recommending computer video game titles to players. The recommendation service offers suggestions for game titles to purchase or rent based on playing usage related parameters for each particular player. A profile is created based on several factors that represents the player's affinity to each factor. Communication and use of player usage data may be strictly conditioned on a player's knowledge and consent.