Community picks

NHL picks leaderboard

See how users are performing on NHL picks and compare each record with the pre-game model over the same completed games.

Benchmark

Current model performance

Filtered by the selected season and game type.

Accuracy58.5%
Correct picks398
Games evaluated680
XGBoost · Updated nightly · Season and game-type filters applied
Reset

When qualified only is enabled, the main leaderboard includes users with 25 or more completed picks.

#1
N60
68.9%User accuracy
Picks196
Correct135
Model accuracy67.9%
Vs model +1.0%
#2
McGoatzema
63.6%User accuracy
Picks33
Correct21
Model accuracy63.6%
Vs model 0.0%
#3
nanderson
58.5%User accuracy
Picks41
Correct24
Model accuracy61.0%
Vs model -2.5%
#4
TastyTBags4U
57.8%User accuracy
Picks83
Correct48
Model accuracy54.2%
Vs model +3.6%
#5
natha
57.1%User accuracy
Picks42
Correct24
Model accuracy59.5%
Vs model -2.4%
#6
rogercheeto1
54.3%User accuracy
Picks35
Correct19
Model accuracy51.4%
Vs model +2.9%
#7
Nathan_iPhone
53.6%User accuracy
Picks110
Correct59
Model accuracy53.6%
Vs model 0.0%
#8
Durado Boy
52.5%User accuracy
Picks282
Correct148
Model accuracy57.1%
Vs model -4.6%
#9
EthanF98
51.8%User accuracy
Picks110
Correct57
Model accuracy51.8%
Vs model 0.0%
#10
Lupin
46.7%User accuracy
Picks30
Correct14
Model accuracy56.7%
Vs model -10.0%
#11
mianroguerra
46.2%User accuracy
Picks26
Correct12
Model accuracy50.0%
Vs model -3.8%
#12
ASoggyWaffle
44.1%User accuracy
Picks34
Correct15
Model accuracy58.8%
Vs model -14.7%
#UsernamePicksCorrectUser accuracyModel recordModel accuracyVs model
1
N60
196 135 68.9% 133-63 67.9% +1.0%
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
mianroguerra
26 12 46.2% 13-13 50.0% -3.8%
12
ASoggyWaffle
34 15 44.1% 20-14 58.8% -14.7%
#1
RJM2026
Not yet qualified
100.0%User accuracy
Picks3
Correct3
Model accuracy100.0%
Vs model0.0%
#2
ARCHAHNGELl
Not yet qualified
100.0%User accuracy
Picks1
Correct1
Model accuracy100.0%
Vs model0.0%
#3
bluesbckr
Not yet qualified
100.0%User accuracy
Picks1
Correct1
Model accuracy100.0%
Vs model0.0%
#4
Bzaone
Not yet qualified
100.0%User accuracy
Picks1
Correct1
Model accuracy0.0%
Vs model+100.0%
#5
Drakarys
Not yet qualified
100.0%User accuracy
Picks1
Correct1
Model accuracy0.0%
Vs model+100.0%
#6
Keseven
Not yet qualified
100.0%User accuracy
Picks1
Correct1
Model accuracy100.0%
Vs model0.0%
#7
Mattymo
Not yet qualified
81.8%User accuracy
Picks11
Correct9
Model accuracy63.6%
Vs model+18.2%
#8
jaycat
Not yet qualified
75.0%User accuracy
Picks4
Correct3
Model accuracy75.0%
Vs model0.0%
#9
PW
Not yet qualified
75.0%User accuracy
Picks4
Correct3
Model accuracy75.0%
Vs model0.0%
#10
Bergzy
Not yet qualified
71.4%User accuracy
Picks7
Correct5
Model accuracy57.1%
Vs model+14.3%
#11
modestant13
Not yet qualified
71.4%User accuracy
Picks7
Correct5
Model accuracy57.1%
Vs model+14.3%
#12
esua82
Not yet qualified
60.0%User accuracy
Picks5
Correct3
Model accuracy60.0%
Vs model0.0%
#13
h4ngout
Not yet qualified
55.0%User accuracy
Picks20
Correct11
Model accuracy55.0%
Vs model0.0%
#14
NoahPMan
Not yet qualified
50.0%User accuracy
Picks22
Correct11
Model accuracy72.7%
Vs model-22.7%
#15
JZO_Splash
Not yet qualified
50.0%User accuracy
Picks6
Correct3
Model accuracy50.0%
Vs model0.0%
#16
LasVegasLlama
Not yet qualified
50.0%User accuracy
Picks2
Correct1
Model accuracy0.0%
Vs model+50.0%
#17
Kamk100
Not yet qualified
40.0%User accuracy
Picks5
Correct2
Model accuracy60.0%
Vs model-20.0%
#18
milagrin
Not yet qualified
33.3%User accuracy
Picks3
Correct1
Model accuracy33.3%
Vs model0.0%
#19
grmnvch
Not yet qualified
20.0%User accuracy
Picks5
Correct1
Model accuracy60.0%
Vs model-40.0%
#20
BigPapa27
Not yet qualified
16.7%User accuracy
Picks6
Correct1
Model accuracy50.0%
Vs model-33.3%
#21
ayaan72
Not yet qualified
0.0%User accuracy
Picks2
Correct0
Model accuracy0.0%
Vs model0.0%
#22
bertonking
Not yet qualified
0.0%User accuracy
Picks1
Correct0
Model accuracy0.0%
Vs model0.0%
#23
chicken5o
Not yet qualified
0.0%User accuracy
Picks1
Correct0
Model accuracy100.0%
Vs model-100.0%
#24
Keegz
Not yet qualified
0.0%User accuracy
Picks1
Correct0
Model accuracy0.0%
Vs model0.0%
#UsernamePicksCorrectUser accuracyModel recordModel accuracyVs model
1
RJM2026 Not yet qualified
33 100.0% 3-0 100.0% 0.0%
2
ARCHAHNGELlNot yet qualified
11 100.0% 1-0 100.0% 0.0%
3
bluesbckr Not yet qualified
11 100.0% 1-0 100.0% 0.0%
4
BzaoneNot yet qualified
11 100.0% 0-1 0.0% +100.0%
5
DrakarysNot yet qualified
11 100.0% 0-1 0.0% +100.0%
6
KesevenNot yet qualified
11 100.0% 1-0 100.0% 0.0%
7
MattymoNot yet qualified
119 81.8% 7-4 63.6% +18.2%
8
jaycatNot yet qualified
43 75.0% 3-1 75.0% 0.0%
9
PWNot yet qualified
43 75.0% 3-1 75.0% 0.0%
10
BergzyNot yet qualified
75 71.4% 4-3 57.1% +14.3%
11
modestant13Not yet qualified
75 71.4% 4-3 57.1% +14.3%
12
esua82Not yet qualified
53 60.0% 3-2 60.0% 0.0%
13
h4ngoutNot yet qualified
2011 55.0% 11-9 55.0% 0.0%
14
NoahPManNot yet qualified
2211 50.0% 16-6 72.7% -22.7%
15
JZO_SplashNot yet qualified
63 50.0% 3-3 50.0% 0.0%
16
LasVegasLlamaNot yet qualified
21 50.0% 0-2 0.0% +50.0%
17
Kamk100Not yet qualified
52 40.0% 3-2 60.0% -20.0%
18
milagrinNot yet qualified
31 33.3% 1-2 33.3% 0.0%
19
grmnvchNot yet qualified
51 20.0% 3-2 60.0% -40.0%
20
BigPapa27Not yet qualified
61 16.7% 3-3 50.0% -33.3%
21
ayaan72Not yet qualified
20 0.0% 0-2 0.0% 0.0%
22
bertonkingNot yet qualified
10 0.0% 0-1 0.0% 0.0%
23
chicken5oNot yet qualified
10 0.0% 1-0 100.0% -100.0%
24
KeegzNot yet qualified
10 0.0% 0-1 0.0% 0.0%

How ranking works

Users are ranked using completed picks in the current filtered view. When qualified only is enabled, users need at least 25 completed picks for the main table.

User accuracy

Correct picks divided by completed picks, expressed as a percentage.

Model record

The model’s win-loss record on the exact same games picked by that user.

Model accuracy

The model’s correct-pick percentage on the same sample of games.

Vs model

User accuracy minus model accuracy. Positive values mean the user outperformed the model.

Why qualification matters

Requiring a minimum number of completed picks helps reduce small-sample volatility.