A game system identifies players in a game. A player model may be provided that predicts whether or not an identified player is going to make a payment. Additional player models may be provided that predict whether or not a player is going to make a payment for specific virtual items in the game. The game system may engage the identified player based on the virtual items the player is predicted to make payments on.