HockeyAlpha
Regular season

Arshdeep Bains

Vancouver Canucks · LW · #13
Depth playerDepth Forward?5 points in 28 games in a supporting role
HT
6'0"
WT
184 lb
Age
25
Shoots
L
From
Surrey, CAN
54Alpha?

Alpha sub-scores

what drives the rating · percentile vs position group
Scoring?
1717pctl
Playmaking?
2424pctl
Transition?
1919pctl
Defense?
5353pctl

League profile

vs. forwards with 20+ GP
Points / GP?
0.1812pctl
Goals / GP?
0.044pctl
Assists / GP?
0.1424pctl
Shots / GP?
0.64pctl
Plus/Minus?
-346pctl
PP Points?
135pctl

HockeyAlpha advanced

event-derived proxies · 1,312 games analyzed
xG Share?
2.5%25pctl
ZEIS?
0.9519pctl
PSPL?
0.002pctl
Def Suppression?
0.3439pctl

Winger toolkit

vs. wingers with 20+ GP
Shots / 60?
4.26pctl
Hits / 60?
5.662pctl
Take : Give?
0.5591pctl
Blocks / 60?
1.1618pctl
PP TOI / GP?
0:1625pctl
PK TOI / GP?
0:1055pctl

On-ice impact

shift charts × our xG model · 14 GP tracked · 2h TOI

Usage profile

assignment difficulty · higher fill = tougher job
Competition faced?
16.8 min10pctl
Support received?
17.1 min54pctl

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 · 245 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

$0.81M

cap hit

$1.03M

Alpha-market value

overpaidmarketsurplus

C

Fair market deal (+$0.2M)

Top comparables?

nearest profiles at the same role · match = statistical fit
PlayerAlphaCap hitValueMatch
Arshdeep Bains54$0.81MC+$0.2Mthis player
Zach Aston-Reese54$0.78MC+$0.3M93%
Joel Kiviranta54$1.25MC$0.2M90%
Landon Slaggert54$0.90MC+$0.1M90%
Reid Schaefer55$0.89MC+$0.3M89%

Chemistry

From official goal credits - scorer + assists on every goal, all season.

Recent form · last 10 games

2 pts · 1 G · 1 A · 5 shots in last 10Cooling off(-0.4 P/GP vs prior 5)

@ ANA

0P

0G 0A

@ SJS

0P

0G 0A

@ LAK

0P

0G 0A

@ COL

1P

0G 1A

vs UTA

1P

1G 0A

vs MIN

0P

0G 0A

vs DET

0P

0G 0A

vs BUF

0P

0G 0A

@ CBJ

0P

0G 0A

vs EDM

0P

0G 0A

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)31 events shown

Defensive floor: 8 blocks · 3 steals inside the d-zone

NHL career · regular season

SeasonTeamGPGAP+/−
2023-24Vancouver Canucks8000-5
2024-25Vancouver Canucks13101-5
2025-26Vancouver Canucks28145-3
Career1 team49246-13