CLUTCH specialises in 1v1, 1v2, 1v3, 1v4, and 1v5 clutch situations parsed from 472,000+ pro CS2 rounds. It predicts clutch success probability from the kill sequence state: how many enemies remain, which weapons each side holds, and kills accumulated before the clutch entry point. AUC 0.877 on held-out data. CLUTCH identifies players whose clutch performance significantly exceeds model expectation — the real specialists under pressure.

Feature importances reflect normalized split gain. Values are approximate.

CLUTCH probability is the model's estimate for a 1vX outcome given the current game state. A 1v2 clutch typically has ~30% base rate; a player who wins 45%+ is a genuine clutch specialist. The leakage fix (v1 rewrite) is critical: the original 0.943 AUC included post-game information — the real number (0.877) is more honest and still exceptionally strong.