The Chess Master and Data Scientist Nate Solon begins his analysis on the Carlsen-Nieman case with, “In the effort to determine if Hans Niemann is guilty of cheating, the chess world has moved on to the only thing less reputable than beads: statistics.” With this beautiful punch line, Solon has dived into a detailed, yet balanced, statistical analysis of Hans Niemann games, based on average centipawn loss. “I analyzed every move from every game with Stockfish 15 at depth 18.