HockeyAlpha
Regular season

Zach Benson

Buffalo Sabres · LW · #6
Middle-six playerMiddle-Six Engine?Reliable minutes: 43 points and honest two-way play
HT
5'10"
WT
177 lb
Age
21
Shoots
L
From
Chilliwack, CAN
Draft
2023 BUF · R1 #13
73Alpha?

Alpha sub-scores

what drives the rating · percentile vs position group
Scoring?
6161pctl
Playmaking?
5252pctl
Transition?
4949pctl
Defense?
7777pctl

League profile

vs. forwards with 20+ GP
Points / GP?
0.6674pctl
Goals / GP?
0.2055pctl
Assists / GP?
0.4683pctl
Shots / GP?
1.865pctl
Plus/Minus?
+2798pctl
PP Points?
555pctl

HockeyAlpha advanced

event-derived proxies · 1,312 games analyzed
xG Share?
7.6%77pctl
ZEIS?
1.9359pctl
PSPL?
0.0624pctl
Def Suppression?
0.6171pctl

Winger toolkit

vs. wingers with 20+ GP
Shots / 60?
6.751pctl
Hits / 60?
2.327pctl
Take : Give?
0.5490pctl
Blocks / 60?
1.2725pctl
PP TOI / GP?
1:4456pctl
PK TOI / GP?
0:5673pctl

On-ice impact

shift charts × our xG model · 42 GP tracked · 11h TOI

Usage profile

assignment difficulty · higher fill = tougher job
Competition faced?
17.4 min46pctl
Support received?
18.4 min19pctl

Micro-metrics

Structural Metric Model · sequences, geometry & leverage from every shot

2025-26 regular season · Percentile beams: fill = league percentile, tick = league median · hockeyalpha.com

The Blueprint

Structural Event Engine · percentile vs forwards · center = median · 859 EV min

Derived from event sequences in public play-by-play data - the ? on each metric explains exactly how it's computed. · hockeyalpha.com

Contract & market

Contract value?

beta · cap data: CapWages

$0.95M

cap hit

$5.37M

Alpha-market value

overpaidmarketsurplus

A+

Massive surplus value (+$4.4M)

Top comparables?

nearest profiles at the same role · match = statistical fit
PlayerAlphaCap hitValueMatch
Zach Benson73$0.95MA++$4.4Mthis player
Simon Holmstrom70$3.63MB+$0.9M89%
Tyson Foerster73$3.75MB+$1.6M86%
Noah Cates74$4.00MB+$1.7M86%
Connor McMichael74$2.10MA+$3.6M84%

Chemistry

Top connection: Jack Quinn · 9 goals together

Recent form · last 10 games

8 pts · 3 G · 5 A · 24 shots in last 10Heating up(+1.2 P/GP vs prior 5)

vs DET

0P

0G 0A

vs SEA

1P

0G 1A

vs NYI

0P

0G 0A

@ OTT

0P

0G 0A

@ WSH

0P

0G 0A

vs TBL

1P

0G 1A

@ NYR

2P

2G 0A

vs CBJ

1P

0G 1A

@ CHI

1P

0G 1A

vs DAL

2P

1G 1A

Tile tint = points that night · underline = shot volume (full bar = 8+ shots) · oldest on the left

The Territory

attacking → · every recorded touch, normalized to one end

attacking →← defending
Goal On goal Missed/blocked▲ takeaway▽ giveaway■ hit+ block◯ faceoff dot (size = wins)196 events shown

The office: the inner slot - 5 of 13 goals live there

Playmaking gravity: 12 touches that produced a teammate shot within 3s

Defensive floor: 31 blocks · 12 steals inside the d-zone

NHL career · regular season

SeasonTeamGPGAP+/−
2023-24Buffalo Sabres71111930-3
2024-25Buffalo Sabres75101828-2
2025-26Buffalo Sabres6513304327
Career1 team211346710122