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16 findings ranked by effect size and sample size across 2021-10-01 – 2026-03-19. Descriptive historical tendencies, not betting advice.

How we rank findings →

NHL findings

16 patterns from 41 officials.

NHLLeague trendFinding 1
Strong

Most officials tilt over the goal benchmark

Why it matters: Games-weighted over rate is 61.2% across all ref workloads. This is era-wide scoring frequency in the dataset, not sportsbook pricing.

41 of 41 officials (100%) trend over 7.3 combined goals. Only 0 refs run the other way.

Refs trending over
41/41
100% of pool
Weighted over rate
61.2%
50% = neutral baseline
Games analyzed
6,560
2021-22, 2022-23, 2023-24, 2024-25, 2025-26
NHLScoring extremeFinding 2
Strong

Competitive games lean under the 7.3-goals benchmark

Why it matters: Close-game proxy from game logs, not official last-two-minute data. Where spread lines are estimated, toss-up windows use the same proxy rules as profile pages.

One-goal or OT games: 34.5% beat 7.3 combined goals (3,270 games). All games: 39.8%.

Close-game over rate
34.5%
3,270 games
Full-sample over rate
39.8%
6,560 games
Avg combined total
7.4
+0.1 vs 7.2 full avg
NHLO/U edgeFinding 3
Strong

Ghislain Hebert leans overs vs closing goal totals

Why it matters: O/U ATS uses estimated closing totals where sportsbook data is unavailable. Min 30 decisive games required.

Totals go overs 65.6% (143-75) across 218 lined games.

O/U ATS
143-75
65.6%
Sample
218
Min 30 games
Edge vs 50%
15.6 pts
Leans overs
NHLTeam crewFinding 4
Strong

Calgary Flames win 67 pts more often at home with this crew

Why it matters: Home/road splits within a crew bucket show venue effects beyond overall team strength. Min 6 games per side required.

When Gord Dwyer, TJ Luxmore… work Calgary Flames games, home win rate is 66.7% (9 gp) vs 0.0% on the road (6 gp).

Home win rate
66.7%
9 games
Road win rate
0.0%
6 games
Home/road gap
67 pts
Win rate spread

Peter MacDougall, Chris Lee… on Los Angeles Kings: 94.4% over 7.3 goals (18 games).

Over benchmark
94.4%
18 games
Avg goals
7.7
vs 7.3 league avg
PIM total
16.2
Both teams combined

54.7% of TJ Luxmore's 481 games finish under 7.3 combined goals, 4.7 pts from a neutral 50% baseline.

Over benchmark
54.7%
481 games
Avg combined total
7.2
+0.0 vs league
Delta vs 50%
4.7 pts
Leans under
NHLRef–team splitFinding 7
Strong

Ryan Gibbons and Toronto Maple Leafs: 50.2 pts above team baseline

Why it matters: Matrix splits compare ref×team win rate to each team's overall record in this dataset. Standout cells require 8+ games; descriptive history only.

Toronto Maple Leafs are 10-0 (100.0%) in 10 games with Ryan Gibbons, vs a team sample baseline of 49.8%.

Ref×team record
10-0
10 games · 100.0%
Team baseline
199-201
49.8% across 400 gp
Delta vs baseline
+50.2 pts
Above
NHLRef–team splitFinding 8
Strong

Peter MacDougall and Philadelphia Flyers: 43.5 pts below team baseline

Why it matters: Matrix splits compare ref×team win rate to each team's overall record in this dataset. Standout cells require 8+ games; descriptive history only.

Philadelphia Flyers are 0-11 (0.0%) in 11 games with Peter MacDougall, vs a team sample baseline of 43.5%.

Ref×team record
0-11
11 games · 0.0%
Team baseline
174-226
43.5% across 400 gp
Delta vs baseline
-43.5 pts
Below

Ghislain Hebert reaches overtime or shootout 16.5% of the time (36 of 218 games), 6.7 pts below the 23.2% league rate.

OT/SO rate
16.5%
36 OT/SO games
League OT rate
23.2%
Pool baseline
Sample
218
Min 30 games

Highest: Gord Dwyer on Ottawa Senators (8.1 avg). Lowest: Furman South on San Jose Sharks (6.1 avg).

Hottest avg
8.1
Gord Dwyer · OTT
Coldest avg
6.1
Furman South · SJS
Gap
2.0
vs 7.3 league avg
NHLWhistle extremeFinding 11
Strong

Jon McIsaac runs the heaviest minor-penalty pace

Why it matters: Minor penalty rate is descriptive game-management pattern from NHL logs. Not a live foul-trouble or power-play edge.

Jon McIsaac averages 7.7 two-minute minors per team per game (+0.2 vs league) across 660 games.

Minors per team
7.7
+0.2 vs 7.5 league avg
Over benchmark
62.9%
7.3 goals
Sample
660
Min 30 games
NHLTeam crewFinding 12
Strong

Chris Lee, Wes McCauley crew runs 0.2 goals lower than members' other games

Why it matters: Crew dominance compares a recurring crew's pace to each member's non-crew baseline. Useful for spotting chemistry effects on scoring environment.

This 4-official crew averages 7.1 combined goals across 484 games, -0.2 vs what those refs produce on other crews.

Crew avg total
7.1
484 games · 32 teams
Dominance delta
-0.2
vs members' other crews
Over benchmark
60.3%
7.3 goals line
NHLRef outlierFinding 13
Strong

Mark Shewchyk runs +0.1 on combined scoring

Mark Shewchyk's 1206 games average 7.3 combined goals (62.5% over 7.3), one of the largest scoring deltas in the pool.

Scoring delta
+0.1
vs 7.3 league avg
Over benchmark
62.5%
1206 games
Avg PIM
15.1
+0.1 vs league

103-115 across 218 lined games, 2.8 pts from a neutral 50% split.

Home ATS
103-115
47.2%
Sample
218
Min 30 games
Edge vs 50%
2.8 pts
Absolute deviation

David Brisebois averages 15.4 PIM per game (+0.4 vs league) across 232 games, the largest whistle delta among 50+ game refs.

PIM per game
15.4
+0.4 vs 15 league avg
Over benchmark
60.8%
7.3 goals
Sample
232
Min 50 games
NHLLeague trendFinding 16
Strong

2025-26 vs 2024-25: league scoring and whistle context

Why it matters: Year-over-year context from 5 seasons in data/baselines.json (6,560 total games). League-wide baselines, not ref-specific.

From 2024-25 to 2025-26, combined goals per game held steady (+0.0 goals) while penalty minutes stayed flat (+0.0 PIM). Two-minute minors averaged 7.5 per team (+0.0 minors YoY). Overtime rate: 23.2% (-2.0 pts vs prior season).

2025-26 avg total
7.3 goals
1,312 games
2024-25 avg total
7.3 goals
1,312 games
YoY scoring change
+0.0
goals