Scoring of each player may be based on the outcomes of a game between players who compete against each other in one or more teams of one or more players. The scoring may also consider partial play where one or more players of a game only play for a portion of the full time of the game. Additionally or alternatively, the scoring may consider partial rankings of teams where the relative ranking of one team to another may be unknown. Each player's score may be represented as a distribution over potential scores which may indicate a confidence level in the distribution representing the player's score. The scoring may be used to track a player's progress and/or standing within the gaming environment, used in a leaderboard indication of rank, and/or may be used to match players with each other in a future game.