Well, the time has finally come as the 2024-2025 PWHL regular season has reached its conclusion. As all of the games have been played, I have all of the data to generate a complete and balanced production model based on the Bader system from Hockeyprospecting.com. Simply, after a series of calculations, every player is plotted on a curve based on how their offensive output measures to the rest of their position group in the league, which is why “F Rating” and “D Rating” have their own columns down below. The top players, relative to the league average scoring output, are assigned “Superstar” and “Star” ratings relative standard deviations against the mean. Meanwhile, “Replacement” level scorers are players in a position group who are in the 20th percentile of their position group, based on the 80/20 rule of statistics. Additionally, this time around, as opposed to my midseason and 2024 season recaps, I have included the NHL analytics stat P/60, as the PWHL doesn’t have it calculated publicly. P/60, or “Points per 60 Minutes” recalculates a player’s scoring efficiency at a greater level than PPG, as it calculates a player’s points against their Time on Ice per game, and gives a barometer of how many points a player would score in 60 minutes of ice time. Typically, this is divided by situation (Power Play, Even Strength, Penalty Kill) however, the PWHL does not publicly track or delineate situational ice time, meaning the number included below is “All Situations.” An additional note is that any player who was traded will not have a P/60 number in the table below due to limitations in the Macro I had used to calculate the data set.
| Player Name | Position | Team | GP | G | A | TP | PPG | P/60 | F Rating | D Rating |
|---|---|---|---|---|---|---|---|---|---|---|
| Sarah Fillier | F | New York Sirens | 30 | 13 | 16 | 29 | 0.97 | 2.95 | Superstar | |
| Hilary Knight | F | Boston Fleet | 30 | 15 | 14 | 29 | 0.97 | 2.61 | Superstar | |
| Daryl Watts | F | Toronto Sceptres | 30 | 12 | 15 | 27 | 0.90 | 2.99 | Superstar | |
| Sophie Jaques | D | Minnesota Frost | 25 | 7 | 15 | 22 | 0.88 | 2.35 | Superstar | |
| Marie-Philip Poulin | F | Montréal Victoire | 30 | 19 | 7 | 26 | 0.87 | 2.65 | Superstar | |
| Hannah Miller | F | Toronto Sceptres | 29 | 10 | 14 | 24 | 0.83 | 2.78 | Superstar | |
| Laura Stacey | F | Montréal Victoire | 27 | 11 | 11 | 22 | 0.81 | 2.50 | Superstar | |
| Kendall Coyne Schofield | F | Minnesota Frost | 30 | 12 | 12 | 24 | 0.80 | 2.60 | Superstar | |
| Jessie Eldridge | F | New York Sirens | 30 | 9 | 15 | 24 | 0.80 | 2.57 | Superstar | |
| Alex Carpenter | F | New York Sirens | 26 | 11 | 9 | 20 | 0.77 | 2.32 | Superstar | |
| Taylor Heise | F | Minnesota Frost | 29 | 8 | 14 | 22 | 0.76 | 2.51 | Superstar | |
| Tereza Vanišová | F | Ottawa Charge | 30 | 15 | 7 | 22 | 0.73 | 2.73 | Superstar | |
| Alina Müller | F | Boston Fleet | 26 | 7 | 12 | 19 | 0.73 | 2.47 | Superstar | |
| Renata Fast | D | Toronto Sceptres | 30 | 6 | 16 | 22 | 0.73 | 1.79 | Superstar | |
| Hannah Bilka | F | Boston Fleet | 16 | 5 | 6 | 11 | 0.69 | 2.02 | Star | |
| Sarah Nurse | F | Toronto Sceptres | 21 | 6 | 8 | 14 | 0.67 | 2.17 | Star | |
| Ella Shelton | D | New York Sirens | 24 | 8 | 8 | 16 | 0.67 | 1.63 | Superstar | |
| Michela Cava | F | Minnesota Frost | 30 | 9 | 10 | 19 | 0.63 | 2.31 | Star | |
| Emily Clark | F | Ottawa Charge | 30 | 9 | 10 | 19 | 0.63 | 1.96 | Star | |
| Jesse Compher | F | Toronto Sceptres | 30 | 9 | 9 | 18 | 0.60 | 2.16 | Star | |
| Jennifer Gardiner | F | Montréal Victoire | 30 | 5 | 13 | 18 | 0.60 | 2.06 | Star | |
| Susanna Tapani | F | Boston Fleet | 30 | 11 | 7 | 18 | 0.60 | 1.67 | Star | |
| Claire Thompson | D | Minnesota Frost | 30 | 4 | 14 | 18 | 0.60 | 1.62 | Superstar | |
| Shiann Darkangelo | F | Ottawa Charge | 29 | 8 | 9 | 17 | 0.59 | 2.33 | Star | |
| Abby Roque | F | New York Sirens | 30 | 6 | 11 | 17 | 0.57 | 1.55 | Average | |
| Dominique Petrie | F | Minnesota Frost | 18 | 3 | 7 | 10 | 0.56 | 2.28 | Average | |
| Gabbie Hughes | F | Ottawa Charge | 29 | 5 | 11 | 16 | 0.55 | 1.80 | Average | |
| Britta Curl-Salemme | F | Minnesota Frost | 28 | 9 | 6 | 15 | 0.54 | 1.88 | Average | |
| Brianne Jenner | F | Ottawa Charge | 28 | 7 | 8 | 15 | 0.54 | 1.82 | Average | |
| Brooke McQuigge | F | Minnesota Frost | 29 | 8 | 7 | 15 | 0.52 | 2.39 | Average | |
| Jincy Roese | D | Ottawa Charge | 27 | 3 | 11 | 14 | 0.52 | 1.43 | Superstar | |
| Katerina Mrázová | F | Ottawa Charge | 14 | 3 | 4 | 7 | 0.50 | 1.77 | Average | |
| Abby Boreen | F | Montréal Victoire | 30 | 6 | 8 | 14 | 0.47 | 1.81 | Average | |
| Erin Ambrose | D | Montréal Victoire | 28 | 0 | 13 | 13 | 0.46 | 1.30 | Star | |
| Grace Zumwinkle | F | Minnesota Frost | 22 | 4 | 6 | 10 | 0.45 | 1.56 | Average | |
| Cayla Barnes | D | Montréal Victoire | 30 | 2 | 11 | 13 | 0.43 | 1.19 | Star | |
| Megan Keller | D | Boston Fleet | 30 | 5 | 8 | 13 | 0.43 | 1.09 | Star | |
| Ronja Savolainen | D | Ottawa Charge | 28 | 2 | 9 | 11 | 0.39 | 1.39 | Average | |
| Catherine Dubois | F | Montréal Victoire | 24 | 6 | 3 | 9 | 0.38 | 2.37 | Average | |
| Hannah Brandt | F | Boston Fleet | 30 | 3 | 8 | 11 | 0.37 | 1.41 | Average | |
| Kelly Pannek | F | Minnesota Frost | 30 | 3 | 8 | 11 | 0.37 | 1.22 | Average | |
| Blayre Turnbull | F | Toronto Sceptres | 30 | 5 | 6 | 11 | 0.37 | 1.21 | Average | |
| Natalie Spooner | F | Toronto Sceptres | 14 | 3 | 2 | 5 | 0.36 | 1.21 | Average | |
| Julia Gosling | F | Toronto Sceptres | 30 | 4 | 6 | 10 | 0.33 | 1.58 | Average | |
| Jamie Lee Rattray | F | Boston Fleet | 30 | 4 | 6 | 10 | 0.33 | 1.33 | Average | |
| Aneta Tejralová | D | Ottawa Charge | 30 | 1 | 9 | 10 | 0.33 | 1.03 | Average | |
| Micah Zandee-Hart | D | New York Sirens | 30 | 1 | 9 | 10 | 0.33 | 0.85 | Average | |
| Shay Maloney | F | Boston Fleet | 30 | 3 | 6 | 9 | 0.30 | 1.47 | Average | |
| Claire Dalton | F | Montréal Victoire | 30 | 3 | 6 | 9 | 0.30 | 1.37 | Average | |
| Denisa Krížová | F | Minnesota Frost | 30 | 4 | 5 | 9 | 0.30 | 1.25 | Average | |
| Anna Wilgren | D | Montréal Victoire | 30 | 3 | 6 | 9 | 0.30 | 1.09 | Average | |
| Emma Maltais | F | Toronto Sceptres | 30 | 4 | 5 | 9 | 0.30 | 0.96 | Average | |
| Lee Stecklein | D | Minnesota Frost | 30 | 3 | 6 | 9 | 0.30 | 0.78 | Average | |
| Kati Tabin | D | Montréal Victoire | 28 | 4 | 4 | 8 | 0.29 | 0.92 | Average | |
| Mikyla Grant-Mentis | F | Montréal Victoire | 30 | 3 | 5 | 8 | 0.27 | 1.24 | Average | |
| Mannon McMahon | F | Ottawa Charge | 30 | 4 | 4 | 8 | 0.27 | 1.13 | Average | |
| Paetyn Levis | F | New York Sirens | 30 | 4 | 4 | 8 | 0.27 | 1.12 | Average | |
| Danielle Serdachny | F | Ottawa Charge | 30 | 2 | 6 | 8 | 0.27 | 1.03 | Average | |
| Sidney Morin | D | Boston Fleet | 30 | 3 | 5 | 8 | 0.27 | 0.82 | Average | |
| Maja Nylen Persson | D | New York Sirens | 23 | 2 | 4 | 6 | 0.26 | 0.84 | Average | |
| Amanda Boulier | D | Montréal Victoire | 25 | 1 | 5 | 6 | 0.24 | 0.86 | Average | |
| Mellissa Channell-Watkins | D | Minnesota Frost | 29 | 1 | 6 | 7 | 0.24 | 0.83 | Average | |
| Jocelyne Larocque | D | Ottawa Charge | 30 | 0 | 7 | 7 | 0.23 | NA | Average | |
| Izzy Daniel | F | Toronto Sceptres | 30 | 2 | 5 | 7 | 0.23 | 1.09 | Average | |
| Kali Flanagan | D | Toronto Sceptres | 30 | 3 | 4 | 7 | 0.23 | 0.65 | Average | |
| Jaime Bourbonnais | D | New York Sirens | 30 | 2 | 5 | 7 | 0.23 | 0.62 | Average | |
| Liz Schepers | F | Minnesota Frost | 27 | 2 | 4 | 6 | 0.22 | 1.24 | Average | |
| Elle Hartje | F | New York Sirens | 27 | 0 | 6 | 6 | 0.22 | 0.83 | Average | |
| Ashton Bell | D | Ottawa Charge | 27 | 3 | 3 | 6 | 0.22 | 0.73 | Average | |
| Jill Saulnier | F | Boston Fleet | 24 | 2 | 3 | 5 | 0.21 | NA | Average | |
| Lexie Adzija | F | Boston Fleet | 29 | 2 | 4 | 6 | 0.21 | 1.22 | Average | |
| Maureen Murphy | F | Montréal Victoire | 28 | 3 | 3 | 6 | 0.21 | 0.97 | Average | |
| Lina Ljungblom | F | Montréal Victoire | 29 | 3 | 3 | 6 | 0.21 | 0.95 | Average | |
| Alexandra Labelle | F | Montréal Victoire | 19 | 1 | 3 | 4 | 0.21 | 0.78 | Average | |
| Savannah Harmon | D | Toronto Sceptres | 30 | 0 | 6 | 6 | 0.20 | NA | Average | |
| Amanda Pelkey | F | Boston Fleet | 25 | 3 | 2 | 5 | 0.20 | 1.30 | Average | |
| Jade Downie-Landry | F | New York Sirens | 30 | 4 | 2 | 6 | 0.20 | 1.10 | Average | |
| Sophie Shirley | F | Boston Fleet | 28 | 0 | 5 | 5 | 0.18 | 1.05 | Average | |
| Stephanie Markowski | D | Ottawa Charge | 28 | 1 | 4 | 5 | 0.18 | 0.88 | Average | |
| Victoria Bach | F | Ottawa Charge | 30 | 2 | 3 | 5 | 0.17 | NA | Average | |
| Alexa Vasko | F | Ottawa Charge | 24 | 2 | 2 | 4 | 0.17 | 1.11 | Average | |
| Claire Butorac | F | Minnesota Frost | 29 | 2 | 3 | 5 | 0.17 | 1.05 | Average | |
| Theresa Schafzahl | F | Boston Fleet | 30 | 3 | 2 | 5 | 0.17 | 0.78 | Average | |
| Kristin O’Neill | F | Montréal Victoire | 30 | 1 | 4 | 5 | 0.17 | 0.64 | Average | |
| Jessica Digirolamo | D | Boston Fleet | 30 | 1 | 4 | 5 | 0.17 | 0.58 | Average | |
| Allyson Simpson | D | New York Sirens | 30 | 1 | 4 | 5 | 0.17 | 0.49 | Average | |
| Laura Kluge | F | Toronto Sceptres | 13 | 0 | 2 | 2 | 0.15 | 2.14 | Average | |
| Brooke Bryant | F | Minnesota Frost | 26 | 1 | 3 | 4 | 0.15 | 1.46 | Average | |
| Chloe Aurard | F | New York Sirens | 27 | 2 | 2 | 4 | 0.15 | 1.21 | Average | |
| Loren Gabel | F | Boston Fleet | 20 | 2 | 1 | 3 | 0.15 | 1.02 | Average | |
| Elizabeth Giguère | F | New York Sirens | 29 | 2 | 2 | 4 | 0.14 | 0.85 | Average | |
| Brooke Hobson | D | New York Sirens | 29 | 1 | 3 | 4 | 0.14 | 0.77 | Average | |
| Gabby Rosenthal | F | New York Sirens | 29 | 1 | 3 | 4 | 0.14 | 0.64 | Average | |
| Mariah Keopple | D | Montréal Victoire | 29 | 3 | 1 | 4 | 0.14 | 0.48 | Average | |
| Emily Brown | D | Boston Fleet | 29 | 1 | 3 | 4 | 0.14 | 0.46 | Average | |
| Taylor Girard | F | New York Sirens | 23 | 1 | 2 | 3 | 0.13 | NA | Replacement | |
| Taylor House | F | Ottawa Charge | 15 | 1 | 1 | 2 | 0.13 | 1.28 | Replacement | |
| Emma Woods | F | Toronto Sceptres | 30 | 3 | 1 | 4 | 0.13 | 0.73 | Replacement | |
| Zoe Boyd | D | Ottawa Charge | 23 | 0 | 3 | 3 | 0.13 | 0.62 | Average | |
| Lauren Bernard | D | New York Sirens | 23 | 0 | 3 | 3 | 0.13 | 0.54 | Average | |
| Hayley Scamurra | F | Toronto Sceptres | 25 | 1 | 2 | 3 | 0.12 | NA | Replacement | |
| Mae Batherson | D | Minnesota Frost | 25 | 0 | 3 | 3 | 0.12 | 0.46 | Average | |
| Rebecca Leslie | F | Ottawa Charge | 27 | 1 | 2 | 3 | 0.11 | 0.62 | Replacement | |
| Emma Greco | D | Boston Fleet | 28 | 0 | 3 | 3 | 0.11 | 0.58 | Replacement | |
| Daniela Pejsova | D | Boston Fleet | 28 | 0 | 3 | 3 | 0.11 | 0.52 | Replacement | |
| Sydney Bard | D | Boston Fleet | 27 | 1 | 2 | 3 | 0.11 | 0.39 | Replacement | |
| Natalie Buchbinder | D | Minnesota Frost | 19 | 0 | 2 | 2 | 0.11 | 0.35 | Replacement | |
| Dara Greig | F | Montréal Victoire | 29 | 0 | 3 | 3 | 0.10 | 0.78 | Replacement | |
| KatY Knoll | F | Minnesota Frost | 21 | 1 | 1 | 2 | 0.10 | 0.75 | Replacement | |
| Natalie Snodgrass | F | Ottawa Charge | 21 | 1 | 1 | 2 | 0.10 | 0.64 | Replacement | |
| Rylind MacKinnon | D | Toronto Sceptres | 22 | 0 | 2 | 2 | 0.09 | 0.49 | Replacement | |
| Maggie Flaherty | D | Minnesota Frost | 22 | 1 | 1 | 2 | 0.09 | 0.37 | Replacement | |
| Clair DeGeorge | F | Montréal Victoire | 26 | 0 | 2 | 2 | 0.08 | 0.54 | Replacement | |
| Maggie Connors | F | Toronto Sceptres | 30 | 2 | 0 | 2 | 0.07 | 0.57 | Replacement | |
| Noora Tulus | F | New York Sirens | 30 | 1 | 1 | 2 | 0.07 | 0.38 | Replacement | |
| Anna Meixner | F | Ottawa Charge | 28 | 1 | 1 | 2 | 0.07 | 0.37 | Replacement | |
| Klara Hymlarova | F | Minnesota Frost | 29 | 1 | 1 | 2 | 0.07 | 0.36 | Replacement | |
| Allie Munroe | D | Toronto Sceptres | 30 | 1 | 1 | 2 | 0.07 | 0.22 | Replacement | |
| Anna Kjellbin | D | Toronto Sceptres | 18 | 0 | 1 | 1 | 0.06 | 0.30 | Replacement | |
| Megan Carter | D | Toronto Sceptres | 19 | 0 | 1 | 1 | 0.05 | 0.19 | Replacement | |
| Kaitlin Willoughby | F | Montréal Victoire | 27 | 0 | 1 | 1 | 0.04 | NA | Replacement | |
| Emmy Fecteau | F | New York Sirens | 30 | 1 | 0 | 1 | 0.03 | 0.27 | Replacement | |
| Noemi Neubauerová | F | Toronto Sceptres | 20 | 0 | 0 | 0 | 0.00 | 0.00 | Replacement | |
| Kayla Vespa | F | New York Sirens | 10 | 0 | 0 | 0 | 0.00 | 0.00 | Replacement | |
| Olivia Knowles | D | New York Sirens | 12 | 0 | 0 | 0 | 0.00 | 0.00 | Replacement |
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