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The Lab · Leaderboards
2025-26last seasonAs 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.

Penalty Differential / 60

n = 411 qualified F

Penalties drawn minus penalties taken per 60 minutes.

all · higher is better — leaders on top · /60

#TmPlayerValuevs. position
1MIN-0.07
ELITE
100th
2NYI-0.10
ELITE
100th
3NYI-0.10
ELITE
100th
4BUF-0.12
ELITE
99th
5VGK-0.13
ELITE
99th
6CHI-0.14
ELITE
99th
7DET-0.14
ELITE
99th
8CBJ-0.14
ELITE
98th
9VAN-0.17
ELITE
98th
10COL-0.17
ELITE
98th
11LAK-0.21
ELITE
98th
12PIT-0.21
ELITE
97th
13STL-0.21
ELITE
97th
14FLA-0.22
ELITE
97th
15NJD-0.23
ELITE
97th
16NJD-0.23
ELITE
96th
17LAK-0.23
ELITE
96th
18VGK-0.23
ELITE
96th
19NYR-0.25
ELITE
96th
20SJS-0.25
ELITE
95th
21DAL-0.26
ELITE
95th
22VAN-0.26
ELITE
95th
23MIN-0.27
ELITE
94th
24CBJ-0.27
ELITE
94th
25SJS-0.27
ELITE
94th
26SEA-0.27
ELITE
94th
27WPG-0.27
ELITE
93rd
28CBJ-0.28
ELITE
93rd
29MTL-0.29
ELITE
93rd
30CGY-0.29
ELITE
93rd
31SEA-0.29
ELITE
93rd
32DET-0.30
ELITE
92nd
33SEA-0.30
ELITE
92nd
34SEA-0.30
ELITE
92nd
35TOR-0.30
ELITE
91st
36CAR-0.31
ELITE
91st
37CBJ-0.31
ELITE
91st
38CHI-0.31
ELITE
91st
39MIN-0.31
ELITE
91st
40CAR-0.31
ELITE
90th
41VGK-0.32
ELITE
90th
42ANA-0.32
ELITE
90th
43NJD-0.33
ELITE
90th
44CGY-0.33
ELITE
90th
45SJS-0.33
STRONG
89th
46BOS-0.33
STRONG
89th
47BUF-0.34
STRONG
89th
48DAL-0.34
STRONG
89th
49WPG-0.34
STRONG
88th
50MIN-0.34
STRONG
88th
51VGK-0.34
STRONG
88th
52LAK-0.36
STRONG
87th
53TOR-0.36
STRONG
87th
54NYI-0.36
STRONG
87th
55TBL-0.37
STRONG
87th
56NYR-0.37
STRONG
86th
57COL-0.37
STRONG
86th
58ANA-0.38
STRONG
86th
59DET-0.38
STRONG
86th
60TOR-0.38
STRONG
86th
61SJS-0.38
STRONG
85th
62NYR-0.38
STRONG
85th
63SEA-0.39
STRONG
85th
64CHI-0.39
STRONG
85th
65NYI-0.40
STRONG
84th
66NSH-0.40
STRONG
84th
67CHI-0.40
STRONG
84th
68NYI-0.40
STRONG
83rd
69DET-0.40
STRONG
83rd
70NJD-0.41
STRONG
83rd
71OTT-0.41
STRONG
83rd
72NYR-0.42
STRONG
82nd
73BUF-0.42
STRONG
82nd
74COL-0.43
STRONG
82nd
75VAN-0.43
STRONG
82nd
76BOS-0.43
STRONG
82nd
77TOR-0.43
STRONG
82nd
78WSH-0.43
STRONG
81st
79SEA-0.44
STRONG
81st
80DET-0.44
STRONG
81st
81NYI-0.44
STRONG
81st
82TBL-0.44
STRONG
80th
83EDM-0.44
STRONG
80th
84STL-0.44
STRONG
80th
85VGK-0.45
STRONG
79th
86NYR-0.45
STRONG
79th
87COL-0.45
STRONG
79th
88SEA-0.45
STRONG
79th
89OTT-0.45
STRONG
79th
90COL-0.45
STRONG
78th
91TBL-0.46
STRONG
78th
92EDM-0.46
STRONG
78th
93STL-0.46
STRONG
77th
94OTT-0.46
STRONG
77th
95NJD-0.46
STRONG
77th
96WPG-0.46
STRONG
77th
97TOR-0.46
STRONG
76th
98PIT-0.47
STRONG
76th
99BOS-0.47
STRONG
76th
100WPG-0.47
STRONG
76th

◆ Method · Single-metric leaderboard over players with games_played >= minGP in the metric's situation; percentiles are position-group relative. Data: MoneyPuck data/mp_skaters_2025.csv. · percentiles are position-relative, model-estimated proxies from MoneyPuck aggregates via the analytics sidecar.