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Methods · Teams · quality over record

Team power

How many goals per game better or worse is this team than an average team?

In plain English

How it works

Start with the chances

At five on five, we look at a team's share of expected goals: the quality of its chances compared with the chances it allows. We adjust for the score so the game situation is part of the comparison.

Use the lineup that is here now

Early in the season, a few games cannot tell us much. We blend this season's play with last season's player ratings for the current lineup, weighted by minutes and adjusted for age. That track record counts as 20 games of evidence: about 80% of the five-on-five part after 5 games, and 50% after 20.

Add special teams, leave out hot streaks

Power-play goals minus goals allowed on the penalty kill add another piece, per game. We give that piece more weight as games accumulate. At five on five, finishing and goaltending luck are left out: the rating uses chances there, not goals. Special teams use actual goals, so a hot power play does count.

The math, when you want it

The formula

The formula

Rating = blended five-on-five contribution + weighted special-teams contribution, in goals per game versus average.

Lineup share of the five-on-five blend = 20 ÷ (games + 20). Current-season play supplies the rest. The lineup uses last season's player ratings, weighted by minutes, with age adjustment k = 0.01.

Special teams = [(PP goals − PK goals against) ÷ games] × [games ÷ (games + 35)].

Evidence and its limits

How we tested it

Rest-of-season goal differential correlation, 2023-24 to 2025-26. Each row compares the model with points percentage at that checkpoint.
CheckFinding
After 5 gamesModel 0.64 · points % 0.27
After 10 gamesModel 0.68 · points % 0.35
After 20 gamesModel 0.69 · points % 0.45
After 41 gamesModel 0.69 · points % 0.64
Separate weighting comparison, 5 gamesFixed 80/20 this-season weighting: 0.49 versus 0.62

The early advantage is why the lineup's track record fades gradually. The separate weighting comparison is a different test from the checkpoint rows.

What does correlation mean?

Correlation, written as r, describes how closely two sets of results move together. A stronger positive relationship means better results in one tend to go with better results in the other. A value near zero means little relationship. It is not a percentage of predictions that were correct.

Keep this in mind

What it can't tell you

This is an estimate of team quality, not a promise about the next result. At five on five it deliberately leaves out the hot shooting or goaltending that can decide games and move the standings.