The Elo rating system, developed by Arpad Elo, is a prominent method for evaluating player skill levels in two-player games. This research report investigates the stationary distribution of player ratings in the Elo model for two players, explores the "Elo conjecture," and examines the distribution's characteristics, including symmetry and expected value - variance dependence or independence on the famous K-factor.