A communication analysis system for an online game is described. A communication history among players of the online game is retrieved. Communication tracking metrics are generated based on the communication history of the players of the online game. A retention analysis is performed with the communication tracking metrics to determine retention of players of the online game. A retention recommendation is generated based on the retention analysis.