CIPHER predicts individual player performance metrics for upcoming matches: Rating, ADR, KAST, and Impact Score. Trained on 120,000+ player-map performances from V4 parsed demos, CIPHER uses each player's rolling stats (last 15 maps), opponent quality, map specialization, and team context to generate per-player projections. R²=0.307 on held-out data means CIPHER explains ~31% of individual performance variance — strong for a fundamentally noisy domain.

Feature importances reflect normalized split gain. Values are approximate.

CIPHER projected Rating is a regression estimate, not a hard prediction. R²=0.307 means it captures about 31% of real performance variance — useful for identifying systematic over/underperformers but not precise enough for single-match confidence. Players projected >0.15 Rating above their opponent are meaningful edges. CIPHER is most reliable for stable rosters with 10+ map history.