The Lab · Leaderboards
2025-26last season· this season's sample isn't live yetAs of Sun, Sep 20
Whole-league leaderboards
Rank every qualified skater on any of 30 metrics — the on-off impact, puck-security, and finishing-luck numbers most sites never surface. Pick a metric, pick a pool, and read the whole league sorted the model's way. Percentiles are always position-relative.
Pick a metric
On-Ice Impact
Shooting
Production
Puck Management
Discipline
Power Play
xG per Shot (quality)
n = 201 qualified DAverage shot quality: expected goals divided by shots on goal.
all · higher is better — leaders on top · xG/shot
| # | Tm | Player | Value | vs. position |
|---|---|---|---|---|
| 1 | BUF | 0.105 | ELITE 100th | |
| 2 | PHI | 0.095 | ELITE 99th | |
| 3 | PHI | 0.089 | ELITE 99th | |
| 4 | MTL | 0.087 | ELITE 99th | |
| 5 | PHI | 0.086 | ELITE 98th | |
| 6 | BUF | 0.086 | ELITE 97th | |
| 7 | BOS | 0.086 | ELITE 97th | |
| 8 | CBJ | 0.085 | ELITE 97th | |
| 9 | WSH | 0.085 | ELITE 96th | |
| 10 | NSH | 0.084 | ELITE 95th | |
| 11 | ANA | 0.084 | ELITE 95th | |
| 12 | COL | 0.084 | ELITE 95th | |
| 13 | ANA | 0.083 | ELITE 94th | |
| 14 | PHI | 0.083 | ELITE 93rd | |
| 15 | UTA | 0.083 | ELITE 93rd | |
| 16 | DAL | 0.082 | ELITE 93rd | |
| 17 | STL | 0.082 | ELITE 92nd | |
| 18 | CAR | 0.080 | ELITE 91st | |
| 19 | WSH | 0.079 | ELITE 91st | |
| 20 | BOS | 0.078 | ELITE 91st | |
| 21 | DET | 0.078 | ELITE 90th | |
| 22 | EDM | 0.077 | ELITE 90th | |
| 23 | OTT | 0.076 | STRONG 89th | |
| 24 | ANA | 0.075 | STRONG 88th | |
| 25 | CGY | 0.074 | STRONG 88th | |
| 26 | WSH | 0.073 | STRONG 88th | |
| 27 | NYR | 0.072 | STRONG 87th | |
| 28 | MTL | 0.072 | STRONG 87th | |
| 29 | VGK | 0.071 | STRONG 86th | |
| 30 | TBL | 0.071 | STRONG 86th | |
| 31 | ANA | 0.070 | STRONG 85th | |
| 32 | SJS | 0.070 | STRONG 85th | |
| 33 | BUF | 0.070 | STRONG 84th | |
| 34 | DAL | 0.070 | STRONG 84th | |
| 35 | FLA | 0.070 | STRONG 83rd | |
| 36 | NYI | 0.070 | STRONG 83rd | |
| 37 | VAN | 0.069 | STRONG 82nd | |
| 38 | PHI | 0.068 | STRONG 82nd | |
| 39 | TBL | 0.067 | STRONG 81st | |
| 40 | NJD | 0.067 | STRONG 80th | |
| 41 | PIT | 0.067 | STRONG 80th | |
| 42 | SJS | 0.067 | STRONG 79th | |
| 43 | MTL | 0.066 | STRONG 79th | |
| 44 | NSH | 0.066 | STRONG 79th | |
| 45 | CAR | 0.066 | STRONG 79th | |
| 46 | UTA | 0.066 | STRONG 78th | |
| 47 | MTL | 0.066 | STRONG 77th | |
| 48 | NSH | 0.065 | STRONG 76th | |
| 49 | COL | 0.065 | STRONG 76th | |
| 50 | EDM | 0.065 | STRONG 76th | |
| 51 | NSH | 0.065 | STRONG 75th | |
| 52 | CBJ | 0.065 | STRONG 75th | |
| 53 | COL | 0.064 | STRONG 74th | |
| 54 | CHI | 0.063 | STRONG 74th | |
| 55 | CBJ | 0.063 | STRONG 73rd | |
| 56 | VAN | 0.063 | STRONG 73rd | |
| 57 | LAK | 0.063 | STRONG 72nd | |
| 58 | SEA | 0.062 | STRONG 71st | |
| 59 | TBL | 0.062 | STRONG 71st | |
| 60 | UTA | 0.062 | STRONG 71st | |
| 61 | NSH | 0.061 | STRONG 70th | |
| 62 | MIN | 0.061 | STRONG 70th | |
| 63 | STL | 0.061 | AVERAGE 69th | |
| 64 | WPG | 0.061 | AVERAGE 69th | |
| 65 | NJD | 0.060 | AVERAGE 68th | |
| 66 | DAL | 0.060 | AVERAGE 67th | |
| 67 | TOR | 0.060 | AVERAGE 67th | |
| 68 | NYR | 0.060 | AVERAGE 66th | |
| 69 | SJS | 0.060 | AVERAGE 66th | |
| 70 | SJS | 0.060 | AVERAGE 65th | |
| 71 | TBL | 0.060 | AVERAGE 65th | |
| 72 | OTT | 0.059 | AVERAGE 65th | |
| 73 | CHI | 0.059 | AVERAGE 64th | |
| 74 | UTA | 0.059 | AVERAGE 64th | |
| 75 | VGK | 0.059 | AVERAGE 63rd | |
| 76 | VAN | 0.058 | AVERAGE 63rd | |
| 77 | FLA | 0.058 | AVERAGE 62nd | |
| 78 | WSH | 0.058 | AVERAGE 61st | |
| 79 | UTA | 0.057 | AVERAGE 61st | |
| 80 | VGK | 0.057 | AVERAGE 60th | |
| 81 | CAR | 0.057 | AVERAGE 60th | |
| 82 | TOR | 0.057 | AVERAGE 59th | |
| 83 | NSH | 0.057 | AVERAGE 59th | |
| 84 | BUF | 0.057 | AVERAGE 59th | |
| 85 | MIN | 0.057 | AVERAGE 57th | |
| 86 | PIT | 0.057 | AVERAGE 57th | |
| 87 | OTT | 0.057 | AVERAGE 57th | |
| 88 | LAK | 0.056 | AVERAGE 57th | |
| 89 | MIN | 0.056 | AVERAGE 56th | |
| 90 | LAK | 0.056 | AVERAGE 56th | |
| 91 | SEA | 0.056 | AVERAGE 56th | |
| 92 | VGK | 0.056 | AVERAGE 54th | |
| 93 | OTT | 0.055 | AVERAGE 54th | |
| 94 | NJD | 0.055 | AVERAGE 54th | |
| 95 | PIT | 0.055 | AVERAGE 54th | |
| 96 | TOR | 0.055 | AVERAGE 52nd | |
| 97 | MTL | 0.055 | AVERAGE 52nd | |
| 98 | DET | 0.054 | AVERAGE 51st | |
| 99 | PIT | 0.054 | AVERAGE 51st | |
| 100 | NJD | 0.054 | AVERAGE 49th |