The Lab
Every advanced tool in one place. Goaltending in context, deployment and linemates, team heat maps, head-to-head matchups, and a map of the whole league's styles. Built on our own model, with the honesty notes left in.
Players & Skaters
Deployment, quality of competition and teammates, and honest linemate WOWY. Is a player good, or just sheltered?
Who plays like whom. Role-led, within-position similarity that surfaces styles, not just star tiers.
The league's playing styles at a glance. Shooters, playmakers, and everyone between, click for comps.
Goaltending in context: GSAx, workload, and the high-danger split with honest error bars.
Who gets the hard defensive-zone draws, and who actually wins them. Deployment before win%.
Teams
Where every team generates its offense and bleeds chances, as a diff from the league average.
Two teams head to head: side-by-side heat maps and a slot-structure tale of the tape.
Where each team generates on the power play and bleeds on the penalty kill, as rink heat maps.
A team's roster rolled into decisions: value by position vs the league, expansion damage, the moves.
League & Reading
Sortable leaderboards across the model: xG, GSAx, possession, and more.
Monte Carlo championship and series probabilities for the current season.
Drag a shot anywhere and watch the expected-goals model react, with the factors that drive it.
The analytical write-ups: expansion, projections, regression, and model deep-dives.
An independent research project, not affiliated with the PWHL. Expected goals, GSAx, and every derived metric here are computed on this site from the public feed.