A candidate assessment system reviews gaming data from a plurality of players to determine how well those players fit a particular job opening. The system uses one or more interpretation metrics to derive skill sets for each player by analyzing game attribute data from game scenarios played by the player. Each interpretation metric is generally unique, allowing the candidate assessment engine to derive a player's skill sets in markedly different ways.