← Analytics Blog

Forward of the Year 2025-26: Numbers Don't Lie

Your nominees for Finalist of the year are Taylor Heise, Kelly Pannek, and Brianne Jenner. I am taking a pragmatic approach to my nomination for this award, focusing on 2 metrics for each player:

  • Scoring goals
  • Enabling their team to score goals

This post will run down the common statistics for the forward position, as well as a few derived stats to highlight individual player impact on creating goal scoring chances. I’ll be up front with you: Kelly Pannek leads almost all of them and is probably a shoo-in for the award.

Taylor Heise
Taylor Heise
13
Goals
10
Primary assists
7
Secondary assists
Kelly Pannek
Kelly Pannek
16
Goals
7
Primary assists
10
Secondary assists
Brianne Jenner
Brianne Jenner
12
Goals
10
Primary assists
4
Secondary assists

The numbers each finalist puts up

Kelly Pannek is the leader in goals, secondary assists, and total point production, missing out on the sweep only on primary assists. The wild part is that she has done this off of only 57 shots, 22 and 32 behind Jenner and Heise respectively. That is seriously impressive efficiency. The one metric she truly lags behind in is hits, with only 7, putting her near the bottom of the league. This lack of physicality is surprising, as she has the shortest average distance from net per goal at ~28 feet, meaning she is fighting for position in front of the net and winning that fight often.

Taylor Heise
Kelly Pannek
Brianne Jenner
Goals
13
#4 of 119
16
#1 of 119
12
#6 of 119
Primary assists
10
#3 of 119
7
#12 of 119
10
#3 of 119
Secondary assists
7
#4 of 119
10
#1 of 119
4
#17 of 119
Points
30
#2 of 119
33
#1 of 119
26
#4 of 119
Shots
89
#6 of 119
57
#35 of 119
79
#10 of 119
Hits
21
#40 of 119
7
#92 of 119
27
#27 of 119
xG Diff (on-ice)
+3.5
#22 of 119
+5.5
#7 of 119
-4.5
#114 of 119

Rank is among all PWHL forwards in the regular season. Points = goals + primary assists + secondary assists.

Play Maker — involvement in scoring sequences

The Playmaker stat is my attempt at showing player activity that leads to shots/goals for their team. Playmaker extends past the usual point attribution of goal/primary assist/secondary assist to add in blocks, hits, and other events that are part of a continuous scoring sequence. In other words, how often is a player involved when something good happens for their team.

For forwards, this stat is actually led by my Torrent’s own Alex Carpenter, who leads the list even with only 20 points compared to Pannek’s 33 largely due to her involvement in shot opportunities. After Carpy though are our three finalists, with Pannek once again leading by a fairly healthy margin.

Forward Play Points G A1 A2 Scoring chains Shot chains
SEA Alex Carpenter
118.6
12 2 6 28 189
MIN Kelly Pannek finalist
115.4
16 7 10 37 138
OTT Brianne Jenner finalist
107.6
12 10 4 32 141
MIN Taylor Heise finalist
106.3
13 10 7 34 128
NY Sarah Fillier
91.1
9 5 9 26 126
BOS Alina Müller
89.7
4 12 5 25 130
MTL Abby Roque
87.4
8 8 6 28 112
NY Casey O'Brien
87.0
7 9 6 24 122

Play Points = 1.0 per scoring chain + 0.4 per shot chain + 1.0 per goal + 0.6 per primary assist (A1) + 0.3 per secondary assist (A2). A possession chain is a continuous stretch where one team has the puck, ending when the other team takes possession. A scoring chain ends in a goal; a shot chain produced at least one shot but no goal. A player counts toward a chain if they have a tracked event in it (a shot, hit, blocked shot, or faceoff win) — or are credited as the A1 or A2 assister on the goal, even if their pass wasn't logged as its own event.

On-ice impact — xG with her on the ice vs off

This section explores team performance on the offensive and defensive side when each player is on or off the ice. All three finalists show a net positive xG/60min with only Brianne Jenner having a negative score on defense. However, Ottawa’s defense is one of the worst in the league (as explored in my case for Gwyneth Philips as GoTY) so a -0.19 is probably overperforming. All in all, this comparison is effectively a wash as Pannek barely edges out Heise.

Taylor Heise

Metric (per 60) On ice Off ice Δ on − off
xGF/60 (offense) 2.29 2.04 +0.26
xGA/60 (defense) 1.90 2.07 +0.16
Net xG/60 +0.39 -0.03 +0.42

536 min on ice · 1287 min off (her games).

Kelly Pannek

Metric (per 60) On ice Off ice Δ on − off
xGF/60 (offense) 2.34 2.01 +0.33
xGA/60 (defense) 1.77 2.13 +0.36
Net xG/60 +0.57 -0.12 +0.69

565 min on ice · 1257 min off (her games).

Brianne Jenner

Metric (per 60) On ice Off ice Δ on − off
xGF/60 (offense) 2.15 1.93 +0.23
xGA/60 (defense) 2.62 2.32 -0.30
Net xG/60 -0.47 -0.40 -0.07

576 min on ice · 1253 min off (her games).

On-ice = her team's expected goals for/against per 60 while she is on the ice; off-ice = the rest of her team's minutes in the same games. Net xG/60 = xGF/60 − xGA/60. Green = the team is better with her on the ice; red = worse. For the xGA/60 row the color is inverted (allowing fewer chances is good).

Faceoffs — and what wins lead to

The last stat I will explore is faceoffs, with a slightly deeper dive into how a player’s faceoff win leads to scoring opportunities for her team. In what is probably no surprise at this point, Pannek sweeps the whole category. She has the highest win%, most wins total, and her faceoff wins lead to the highest shot percentage and actual goals scored. These numbers are out of context of the individual game scenario, but Pannek does seem to have the magic touch.

Taylor Heise
Kelly Pannek
Brianne Jenner
Win % 49.6% 59.4% 57.1%
Wins 221341311
Losses 225233234
Wins / game 7.411.410.4
Faceoff-to-shot % 31.7%35.8%30.5%
Faceoff wins → goal chains 11179

Regular season. Win % = wins / (wins + losses), now that both faceoff participants are recorded. Faceoff-to-shot % = the share of a player's faceoff wins whose possession chain produced a shot on goal; faceoff wins → goal chains = wins whose chain ended in a goal.

Conclusion

It’s the Kelly Pannek show, and we’re all just here to sit back and enjoy. She leads the league in almost every measured category, and excels in setting her team up for success. There is most definitely a reason she is a finalist for MVP this year, and I think has a serious case for it.