๐Ÿ† NHL Picks Leaderboard

See how users are performing on NHL picks and compare results against the pre-game model.

๐Ÿค– Model Performance
58.7%
Accuracy
390
Correct Picks
664
Games Evaluated
XGBoost โ€ข Updated nightly โ€ข Filtered by season and game type
Reset
Filter leaderboard results by season and game type. When qualified only is on, the main leaderboard shows users with 25+ completed picks.

Showing users with 25 or more completed picks.
Compact landscape view: some columns are hidden to fit smaller rotated screens.
#1
N60
69.0%
User Accuracy
Picks 187
Correct 129
Model Accuracy 67.9%
Vs Model +1.1%
#2
McGoatzema
63.6%
User Accuracy
Picks 33
Correct 21
Model Accuracy 63.6%
Vs Model 0.0%
#3
nanderson
58.5%
User Accuracy
Picks 41
Correct 24
Model Accuracy 61.0%
Vs Model -2.5%
#4
TastyTBags4U
57.8%
User Accuracy
Picks 83
Correct 48
Model Accuracy 54.2%
Vs Model +3.6%
#5
natha
57.1%
User Accuracy
Picks 42
Correct 24
Model Accuracy 59.5%
Vs Model -2.4%
#6
rogercheeto1
54.3%
User Accuracy
Picks 35
Correct 19
Model Accuracy 51.4%
Vs Model +2.9%
#7
Nathan_iPhone
53.6%
User Accuracy
Picks 110
Correct 59
Model Accuracy 53.6%
Vs Model 0.0%
#8
Durado Boy
52.5%
User Accuracy
Picks 282
Correct 148
Model Accuracy 57.1%
Vs Model -4.6%
#9
EthanF98
51.8%
User Accuracy
Picks 110
Correct 57
Model Accuracy 51.8%
Vs Model 0.0%
#10
Lupin
46.7%
User Accuracy
Picks 30
Correct 14
Model Accuracy 56.7%
Vs Model -10.0%
#11
ASoggyWaffle
44.1%
User Accuracy
Picks 34
Correct 15
Model Accuracy 58.8%
Vs Model -14.7%
# Username Picks Correct User Accuracy Model Record Model Accuracy Vs Model
1 N60 187 129 69.0% 127-60 67.9% +1.1%
2 McGoatzema 33 21 63.6% 21-12 63.6% 0.0%
3 nanderson 41 24 58.5% 25-16 61.0% -2.5%
4 TastyTBags4U 83 48 57.8% 45-38 54.2% +3.6%
5 natha 42 24 57.1% 25-17 59.5% -2.4%
6 rogercheeto1 35 19 54.3% 18-17 51.4% +2.9%
7 Nathan_iPhone 110 59 53.6% 59-51 53.6% 0.0%
8 Durado Boy 282 148 52.5% 161-121 57.1% -4.6%
9 EthanF98 110 57 51.8% 57-53 51.8% 0.0%
10 Lupin 30 14 46.7% 17-13 56.7% -10.0%
11 ASoggyWaffle 34 15 44.1% 20-14 58.8% -14.7%

These users are tracked here until they reach 25 completed picks.
Compact landscape view: some columns are hidden to fit smaller rotated screens.
#1
RJM2026
Not Yet Qualified
100.0%
User Accuracy
Picks 3
Correct 3
Model Accuracy 100.0%
Vs Model 0.0%
#2
ARCHAHNGELl
Not Yet Qualified
100.0%
User Accuracy
Picks 1
Correct 1
Model Accuracy 100.0%
Vs Model 0.0%
#3
Bzaone
Not Yet Qualified
100.0%
User Accuracy
Picks 1
Correct 1
Model Accuracy 0.0%
Vs Model +100.0%
#4
Drakarys
Not Yet Qualified
100.0%
User Accuracy
Picks 1
Correct 1
Model Accuracy 0.0%
Vs Model +100.0%
#5
Keseven
Not Yet Qualified
100.0%
User Accuracy
Picks 1
Correct 1
Model Accuracy 100.0%
Vs Model 0.0%
#6
Mattymo
Not Yet Qualified
81.8%
User Accuracy
Picks 11
Correct 9
Model Accuracy 63.6%
Vs Model +18.2%
#7
jaycat
Not Yet Qualified
75.0%
User Accuracy
Picks 4
Correct 3
Model Accuracy 75.0%
Vs Model 0.0%
#8
PW
Not Yet Qualified
75.0%
User Accuracy
Picks 4
Correct 3
Model Accuracy 75.0%
Vs Model 0.0%
#9
Bergzy
Not Yet Qualified
71.4%
User Accuracy
Picks 7
Correct 5
Model Accuracy 57.1%
Vs Model +14.3%
#10
modestant13
Not Yet Qualified
71.4%
User Accuracy
Picks 7
Correct 5
Model Accuracy 57.1%
Vs Model +14.3%
#11
esua82
Not Yet Qualified
60.0%
User Accuracy
Picks 5
Correct 3
Model Accuracy 60.0%
Vs Model 0.0%
#12
h4ngout
Not Yet Qualified
55.0%
User Accuracy
Picks 20
Correct 11
Model Accuracy 55.0%
Vs Model 0.0%
#13
mianroguerra
Not Yet Qualified
50.0%
User Accuracy
Picks 24
Correct 12
Model Accuracy 50.0%
Vs Model 0.0%
#14
NoahPMan
Not Yet Qualified
50.0%
User Accuracy
Picks 22
Correct 11
Model Accuracy 72.7%
Vs Model -22.7%
#15
JZO_Splash
Not Yet Qualified
50.0%
User Accuracy
Picks 6
Correct 3
Model Accuracy 50.0%
Vs Model 0.0%
#16
LasVegasLlama
Not Yet Qualified
50.0%
User Accuracy
Picks 2
Correct 1
Model Accuracy 0.0%
Vs Model +50.0%
#17
Kamk100
Not Yet Qualified
40.0%
User Accuracy
Picks 5
Correct 2
Model Accuracy 60.0%
Vs Model -20.0%
#18
milagrin
Not Yet Qualified
33.3%
User Accuracy
Picks 3
Correct 1
Model Accuracy 33.3%
Vs Model 0.0%
#19
grmnvch
Not Yet Qualified
20.0%
User Accuracy
Picks 5
Correct 1
Model Accuracy 60.0%
Vs Model -40.0%
#20
BigPapa27
Not Yet Qualified
16.7%
User Accuracy
Picks 6
Correct 1
Model Accuracy 50.0%
Vs Model -33.3%
#21
ayaan72
Not Yet Qualified
0.0%
User Accuracy
Picks 2
Correct 0
Model Accuracy 0.0%
Vs Model 0.0%
#22
bertonking
Not Yet Qualified
0.0%
User Accuracy
Picks 1
Correct 0
Model Accuracy 0.0%
Vs Model 0.0%
#23
chicken5o
Not Yet Qualified
0.0%
User Accuracy
Picks 1
Correct 0
Model Accuracy 100.0%
Vs Model -100.0%
#24
Keegz
Not Yet Qualified
0.0%
User Accuracy
Picks 1
Correct 0
Model Accuracy 0.0%
Vs Model 0.0%
# Username Picks Correct User Accuracy Model Record Model Accuracy Vs Model
1 RJM2026 Not Yet Qualified N 3 3 100.0% 3-0 100.0% 0.0%
2 ARCHAHNGELl Not Yet Qualified N 1 1 100.0% 1-0 100.0% 0.0%
3 Bzaone Not Yet Qualified N 1 1 100.0% 0-1 0.0% +100.0%
4 Drakarys Not Yet Qualified N 1 1 100.0% 0-1 0.0% +100.0%
5 Keseven Not Yet Qualified N 1 1 100.0% 1-0 100.0% 0.0%
6 Mattymo Not Yet Qualified N 11 9 81.8% 7-4 63.6% +18.2%
7 jaycat Not Yet Qualified N 4 3 75.0% 3-1 75.0% 0.0%
8 PW Not Yet Qualified N 4 3 75.0% 3-1 75.0% 0.0%
9 Bergzy Not Yet Qualified N 7 5 71.4% 4-3 57.1% +14.3%
10 modestant13 Not Yet Qualified N 7 5 71.4% 4-3 57.1% +14.3%
11 esua82 Not Yet Qualified N 5 3 60.0% 3-2 60.0% 0.0%
12 h4ngout Not Yet Qualified N 20 11 55.0% 11-9 55.0% 0.0%
13 mianroguerra Not Yet Qualified N 24 12 50.0% 12-12 50.0% 0.0%
14 NoahPMan Not Yet Qualified N 22 11 50.0% 16-6 72.7% -22.7%
15 JZO_Splash Not Yet Qualified N 6 3 50.0% 3-3 50.0% 0.0%
16 LasVegasLlama Not Yet Qualified N 2 1 50.0% 0-2 0.0% +50.0%
17 Kamk100 Not Yet Qualified N 5 2 40.0% 3-2 60.0% -20.0%
18 milagrin Not Yet Qualified N 3 1 33.3% 1-2 33.3% 0.0%
19 grmnvch Not Yet Qualified N 5 1 20.0% 3-2 60.0% -40.0%
20 BigPapa27 Not Yet Qualified N 6 1 16.7% 3-3 50.0% -33.3%
21 ayaan72 Not Yet Qualified N 2 0 0.0% 0-2 0.0% 0.0%
22 bertonking Not Yet Qualified N 1 0 0.0% 0-1 0.0% 0.0%
23 chicken5o Not Yet Qualified N 1 0 0.0% 1-0 100.0% -100.0%
24 Keegz Not Yet Qualified N 1 0 0.0% 0-1 0.0% 0.0%

This page ranks users based on how well they performed on completed NHL game picks. It also compares each user against the pre-game model on the exact same games they picked.

How the leaderboard works

Each time a user makes a pick and that game is completed, the result can be graded as correct or incorrect. The leaderboard then summarizes those results across all completed picks for that user.

When the qualification toggle is turned on, the main leaderboard shows only users with at least 25 completed picks. Users below that threshold appear in the secondary section.

Column explanations

#
The userโ€™s rank in the current leaderboard view. Rank changes depending on whether the qualification filter is on or off.
Username
The account name of the user. Users with the Not Yet Qualified badge have not reached the minimum completed-pick threshold for the main qualified leaderboard.
Picks
The total number of completed picks graded for that user. Only games with final scores are included here.
Correct
The number of completed picks where the user selected the winning team correctly.
User Accuracy
The percentage of completed picks the user got correct.
Formula:
User Accuracy = (Correct Picks รท Total Picks) ร— 100
Model Record
The modelโ€™s win-loss record on the exact same completed games that this user picked. This makes the comparison fair because both are being judged on the same sample of games.
Example:
18-7 means the model was correct on 18 of that userโ€™s 25 graded games and incorrect on 7.
Model Accuracy
The modelโ€™s accuracy on the same completed games included in that userโ€™s results.
Formula:
Model Accuracy = (Model Correct รท Model Total) ร— 100
Vs Model
The difference between the userโ€™s accuracy and the modelโ€™s accuracy on the same games. A positive number means the user outperformed the model. A negative number means the model performed better.
Formula:
Vs Model = User Accuracy โˆ’ Model Accuracy

How to read the colors

+ value means the user beat the model on those games.
- value means the model performed better than the user.
0.0% means the user and model performed equally on that sample.

Important notes

  • Only completed games are counted in leaderboard results.
  • Upcoming picks are not included until the game is final.
  • The qualified leaderboard is meant to reduce small-sample noise.
  • A user with only a few picks may have a high percentage that changes quickly.
  • The model comparison is based only on games where model results are available.

Quick example

User example:

Picks: 30

Correct: 18

User Accuracy: 60.0%

Model Record: 16-14

Model Accuracy: 53.3%

Vs Model: +6.7%