HockeyAlpha
Regular season

Matthew Knies

Toronto Maple Leafs · LW · #23
Top-six playerMiddle-Six Engine?Reliable minutes: 66 points and honest two-way play
HT
6'3"
WT
232 lb
Age
23
Shoots
L
From
Phoenix, USA
Draft
2021 TOR · R2 #57
81Alpha?

Alpha sub-scores

what drives the rating · percentile vs position group
Scoring?
7373pctl
Playmaking?
7676pctl
Transition?
5959pctl
Defense?
6060pctl

League profile

vs. forwards with 20+ GP
Points / GP?
0.8485pctl
Goals / GP?
0.2976pctl
Assists / GP?
0.5491pctl
Shots / GP?
1.865pctl
Plus/Minus?
-301pctl
PP Points?
1682pctl

HockeyAlpha advanced

event-derived proxies · 1,312 games analyzed
xG Share?
9.9%87pctl
ZEIS?
1.9660pctl
PSPL?
0.1873pctl
Def Suppression?
0.4654pctl

Winger toolkit

vs. wingers with 20+ GP
Shots / 60?
5.728pctl
Hits / 60?
6.165pctl
Take : Give?
0.3871pctl
Blocks / 60?
1.2926pctl
PP TOI / GP?
2:4177pctl
PK TOI / GP?
1:0779pctl

On-ice impact

shift charts × our xG model · 50 GP tracked · 16h TOI

Usage profile

assignment difficulty · higher fill = tougher job
Competition faced?
17.8 min83pctl
Support received?
18.1 min27pctl

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 · 1183 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

$7.75M

cap hit

$7.95M

Alpha-market value

overpaidmarketsurplus

C

Fair market deal (+$0.2M)

Top comparables?

nearest profiles at the same role · match = statistical fit
PlayerAlphaCap hitValueMatch
Matthew Knies81$7.75MC+$0.2Mthis player
Pavel Buchnevich76$8.00MD$1.7M85%
Artturi Lehkonen80$4.50MA+$3.1M84%
Alexis Lafrenière77$7.45MD$0.8M84%
Valeri Nichushkin79$6.13MB+$1.2M83%

Recent form · last 10 games

7 pts · 3 G · 4 A · 10 shots in last 10Cooling off(-0.6 P/GP vs prior 5)

vs NYR

0P

0G 0A

@ STL

0P

0G 0A

@ ANA

1P

1G 0A

@ SJS

0P

0G 0A

@ LAK

4P

2G 2A

vs WSH

0P

0G 0A

@ NYI

0P

0G 0A

vs FLA

0P

0G 0A

vs DAL

2P

0G 2A

@ OTT

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)243 events shown

The office: the crease doorstep - 10 of 23 goals live there

Playmaking gravity: 19 touches that produced a teammate shot within 3s

Defensive floor: 53 blocks · 11 steals inside the d-zone

NHL career · regular season

SeasonTeamGPGAP+/−
2022-23Toronto Maple Leafs30111
2023-24Toronto Maple Leafs801520359
2024-25Toronto Maple Leafs782929587
2025-26Toronto Maple Leafs79234366-30
Career1 team2406793160-13