Checked three ways
A game enters only if the official statistics, the game summary and the play-by-play agree on the score and on the shots. Otherwise it is set aside, and the reason is named.
Private NHL analytics
Indicators built from official statistics, by published methods. Each number shows its limits, and its reliability is measured rather than claimed.
Descriptive, never a forecast. Not a betting site: no odds, no stake advice, nothing to bet on.
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A game enters only if the official statistics, the game summary and the play-by-play agree on the score and on the shots. Otherwise it is set aside, and the reason is named.
A ranking is shown only when the gap between teams exceeds chance. In hockey that takes a full season, and until then nothing is ranked.
Every model is frozen, then judged on a season it has never seen, against a fixed reference. A model that fails is retired, not patched.
Every team whose games were read in the most recent season. Club marks belong to their clubs; PuckFactor is not affiliated with the NHL or with any team.
Access is granted by hand, account by account. Here is what a member sees.
32 teams seen in a game
152 goaltenders seen in a game
103,312 player-game lines
Verified games over games read, per season.
NHL services last read on 2026-11-04.