HockeyAlpha
Regular season

Andrew Mangiapane

Chicago Blackhawks · LW · #26
Bottom-six playerDepth Forward?16 points in 62 games in a supporting role
HT
5'10"
WT
183 lb
Age
30
Shoots
L
From
Toronto, CAN
Draft
2015 CGY · R6 #166
57Alpha?

Alpha sub-scores

what drives the rating · percentile vs position group
Scoring?
3232pctl
Playmaking?
2222pctl
Transition?
3535pctl
Defense?
5555pctl

League profile

vs. forwards with 20+ GP
Points / GP?
0.2627pctl
Goals / GP?
0.1332pctl
Assists / GP?
0.1322pctl
Shots / GP?
0.917pctl
Plus/Minus?
-215pctl
PP Points?
016pctl

HockeyAlpha advanced

event-derived proxies · 1,312 games analyzed
xG Share?
4.2%46pctl
ZEIS?
1.5744pctl
PSPL?
0.0414pctl
Def Suppression?
0.5564pctl

Winger toolkit

vs. wingers with 20+ GP
Shots / 60?
4.510pctl
Hits / 60?
5.058pctl
Take : Give?
0.2224pctl
Blocks / 60?
2.1766pctl
PP TOI / GP?
0:0920pctl
PK TOI / GP?
0:1859pctl

On-ice impact

shift charts × our xG model · 37 GP tracked · 7h TOI

Usage profile

assignment difficulty · higher fill = tougher job
Competition faced?
17.2 min36pctl
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 · 746 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

$3.60M

cap hit

$1.46M

Alpha-market value

overpaidmarketsurplus

D

Paying a premium ($2.1M)

Top comparables?

nearest profiles at the same role · match = statistical fit
PlayerAlphaCap hitValueMatch
Andrew Mangiapane57$3.60MD$2.1Mthis player
Jeffrey Truchon-Viel58$0.78MB+$0.9M92%
Danton Heinen57$2.25MD$0.8M92%
Arttu Hyry59$0.87MB+$1.0M91%
Lukas Reichel59$1.20MC+$0.6M89%

Chemistry

Top connection: Connor McDavid · 4 goals together

Recent form · last 10 games

2 pts · 1 G · 1 A · 7 shots in last 10Steady(+0.0 P/GP vs prior 5)

vs VAN

0P

0G 0A

@ DAL

0P

0G 0A

vs UTA

1P

1G 0A

@ UTA

0P

0G 0A

@ VGK

0P

0G 0A

vs MIN

0P

0G 0A

@ MIN

1P

0G 1A

@ SJS

0P

0G 0A

vs CAR

0P

0G 0A

vs STL

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)134 events shown

The office: the inner slot - 4 of 8 goals live there

Playmaking gravity: 6 touches that produced a teammate shot within 3s

Defensive floor: 43 blocks · 2 steals inside the d-zone

NHL career · regular season

SeasonTeamGPGAP+/−
2017-18Calgary Flames10000-3
2018-19Calgary Flames44851311
2019-20Calgary Flames681715324
2020-21Calgary Flames561814321
2021-22Calgary Flames8235205520
2022-23Calgary Flames8217264312
2023-24Calgary Flames751426407
2024-25Washington Capitals811414280
2025-26Edmonton Oilers527714-19
2025-26Chicago Blackhawks10112-2
Career4 teams56013112825931