 Elo's central assumption was that the chess performance of each player in each game is a normally distributed random variable.Although a player might perform significantly better or worse from one game to the next, Elo assumed that the mean value of the performances of any given player changes only slowly over time.Elo thought of a player's true skill as the mean of that player's performance random variable.