For the third consecutive season, and the second time this season, we have our PWHL production model, based on Byron Bader’s Hockey Prospecting model. Many of the analytics insights from the midseason report held true to the end of the season, with 23 star forwards against 110 eligible players. The star thresholds have been largely unchanged since the league’s inception, with the floor for “average” shifting down by 50% since 2024-2025. With expansion on the horizon, I am fascinated by the direction of both the star and replacement level thresholds in a 12 team league.
| Name | Pos | Team | GP | G | A | P | PPG | F Rating | D Rating |
|---|---|---|---|---|---|---|---|---|---|
| Kelly Pannek | F | Minnesota Frost | 30 | 16 | 17 | 33 | 1.10 | 1-Superstar | |
| Taylor Heise | F | Minnesota Frost | 30 | 13 | 17 | 30 | 1.00 | 1-Superstar | |
| Kendall Coyne Schofield | F | Minnesota Frost | 23 | 12 | 11 | 23 | 1.00 | 1-Superstar | |
| Britta Curl | F | Minnesota Frost | 30 | 11 | 18 | 29 | 0.97 | 1-Superstar | |
| Marie-Philip Poulin | F | Montréal Victoire | 19 | 9 | 9 | 18 | 0.95 | 1-Superstar | |
| Brianne Jenner | F | Ottawa Charge | 30 | 12 | 14 | 26 | 0.87 | 1-Superstar | |
| Grace Zumwinkle | F | Minnesota Frost | 29 | 13 | 10 | 23 | 0.79 | 1-Superstar | |
| Sarah Fillier | F | New York Sirens | 29 | 9 | 14 | 23 | 0.79 | 1-Superstar | |
| Casey O’Brien | F | New York Sirens | 28 | 7 | 15 | 22 | 0.79 | 1-Superstar | |
| Sarah Nurse | F | Vancouver Goldeneyes | 19 | 9 | 6 | 15 | 0.79 | 1-Superstar | |
| Jessie Eldridge | F | Boston Fleet | 30 | 14 | 9 | 23 | 0.77 | 1-Superstar | |
| Rebecca Leslie | F | Ottawa Charge | 30 | 14 | 9 | 23 | 0.77 | 1-Superstar | |
| Abby Roque | F | Montréal Victoire | 29 | 8 | 14 | 22 | 0.76 | 1-Superstar | |
| Laura Stacey | F | Montréal Victoire | 30 | 7 | 15 | 22 | 0.73 | 1-Superstar | |
| Megan Keller | D | Boston Fleet | 30 | 7 | 15 | 22 | 0.73 | 1-Superstar | |
| Alina Müller | F | Boston Fleet | 30 | 4 | 17 | 21 | 0.70 | 2-Star | |
| Daryl Watts | F | Toronto Sceptres | 27 | 10 | 9 | 19 | 0.70 | 2-Star | |
| Alex Carpenter | F | Seattle Torrent | 30 | 12 | 8 | 20 | 0.67 | 2-Star | |
| Julia Gosling | F | Seattle Torrent | 30 | 6 | 14 | 20 | 0.67 | 2-Star | |
| Sophie Jaques | D | Vancouver Goldeneyes | 30 | 9 | 11 | 20 | 0.67 | 1-Superstar | |
| Hilary Knight | F | Seattle Torrent | 22 | 5 | 9 | 14 | 0.64 | 2-Star | |
| Hannah Bilka | F | Seattle Torrent | 14 | 4 | 5 | 9 | 0.64 | 2-Star | |
| Jennifer Gardiner | F | Vancouver Goldeneyes | 30 | 9 | 10 | 19 | 0.63 | 2-Star | |
| Haley Winn | D | Boston Fleet | 30 | 5 | 14 | 19 | 0.63 | 1-Superstar | |
| Nicole Gosling | D | Montréal Victoire | 30 | 3 | 16 | 19 | 0.63 | 1-Superstar | |
| Kendall Cooper | D | Minnesota Frost | 30 | 2 | 17 | 19 | 0.63 | 1-Superstar | |
| Claire Thompson | D | Vancouver Goldeneyes | 28 | 4 | 13 | 17 | 0.61 | 1-Superstar | |
| Susanna Tapani | F | Boston Fleet | 30 | 9 | 9 | 18 | 0.60 | 2-Star | |
| Hannah Miller | F | Vancouver Goldeneyes | 30 | 7 | 11 | 18 | 0.60 | 2-Star | |
| Blayre Turnbull | F | Toronto Sceptres | 30 | 9 | 8 | 17 | 0.57 | 3-Fringe Star | |
| Gabbie Hughes | F | Ottawa Charge | 28 | 5 | 11 | 16 | 0.57 | 3-Fringe Star | |
| Kristýna Kaltounková | F | New York Sirens | 21 | 11 | 1 | 12 | 0.57 | 3-Fringe Star | |
| Hayley Scamurra | F | Montréal Victoire | 30 | 8 | 8 | 16 | 0.53 | 4-Average | |
| Danielle Serdachny | F | Seattle Torrent | 30 | 7 | 9 | 16 | 0.53 | 4-Average | |
| Theresa Schafzahl | F | Seattle Torrent | 30 | 4 | 11 | 15 | 0.50 | 4-Average | |
| Tereza Vanisova | F | Vancouver Goldeneyes | 30 | 4 | 11 | 15 | 0.50 | 4-Average | |
| Olivia Mobley | F | Boston Fleet | 10 | 3 | 2 | 5 | 0.50 | 4-Average | |
| Mae Batherson | D | Minnesota Frost | 30 | 3 | 12 | 15 | 0.50 | 2-Star | |
| Lee Stecklein | D | Minnesota Frost | 28 | 1 | 13 | 14 | 0.50 | 2-Star | |
| Abby Newhook | F | Boston Fleet | 29 | 7 | 7 | 14 | 0.48 | 4-Average | |
| Taylor Girard | F | New York Sirens | 17 | 7 | 1 | 8 | 0.47 | 4-Average | |
| Sarah Wozniewicz | F | Ottawa Charge | 30 | 7 | 6 | 13 | 0.43 | 4-Average | |
| Abby Hustler | F | Minnesota Frost | 30 | 4 | 9 | 13 | 0.43 | 4-Average | |
| Fanuza Kadirova | F | Ottawa Charge | 28 | 10 | 2 | 12 | 0.43 | 4-Average | |
| Lina Ljungblom | F | Montréal Victoire | 21 | 4 | 5 | 9 | 0.43 | 4-Average | |
| Sophie Shirley | F | Boston Fleet | 22 | 3 | 6 | 9 | 0.41 | 4-Average | |
| Jesse Compher | F | Toronto Sceptres | 30 | 6 | 6 | 12 | 0.40 | 4-Average | |
| Jamie Lee Rattray | F | Boston Fleet | 30 | 4 | 8 | 12 | 0.40 | 4-Average | |
| Kati Tabin | D | Montréal Victoire | 30 | 2 | 10 | 12 | 0.40 | 2-Star | |
| Renata Fast | D | Toronto Sceptres | 26 | 1 | 9 | 10 | 0.38 | 2-Star | |
| Maja Nylén Persson | D | New York Sirens | 30 | 2 | 9 | 11 | 0.37 | 2-Star | |
| Izzy Daniel | F | Vancouver Goldeneyes | 28 | 7 | 3 | 10 | 0.36 | 4-Average | |
| Jaime Bourbonnais | D | New York Sirens | 28 | 1 | 9 | 10 | 0.36 | 2-Star | |
| Aneta Tejralová | D | Seattle Torrent | 23 | 2 | 6 | 8 | 0.35 | 2-Star | |
| Maddi Wheeler | F | New York Sirens | 29 | 3 | 7 | 10 | 0.34 | 4-Average | |
| Natálie Mlýnková | F | Montréal Victoire | 30 | 5 | 5 | 10 | 0.33 | 4-Average | |
| Paetyn Levis | F | New York Sirens | 30 | 5 | 5 | 10 | 0.33 | 4-Average | |
| Emma Maltais | F | Toronto Sceptres | 30 | 3 | 7 | 10 | 0.33 | 4-Average | |
| Claire Dalton | F | Toronto Sceptres | 30 | 1 | 9 | 10 | 0.33 | 4-Average | |
| Skylar Irving | F | Montréal Victoire | 27 | 3 | 6 | 9 | 0.33 | 4-Average | |
| Maureen Murphy | F | Montréal Victoire | 21 | 4 | 3 | 7 | 0.33 | 4-Average | |
| Ronja Savolainen | D | Ottawa Charge | 30 | 4 | 6 | 10 | 0.33 | 3-Fringe Star | |
| Anna Wilgren | D | Seattle Torrent | 30 | 3 | 7 | 10 | 0.33 | 3-Fringe Star | |
| Anne Cherkowski | F | New York Sirens | 28 | 2 | 7 | 9 | 0.32 | 4-Average | |
| Liz Schepers | F | Boston Fleet | 29 | 5 | 4 | 9 | 0.31 | 4-Average | |
| Katelyn Knoll | F | Minnesota Frost | 30 | 7 | 2 | 9 | 0.30 | 4-Average | |
| Abigail Boreen | F | Vancouver Goldeneyes | 30 | 4 | 5 | 9 | 0.30 | 4-Average | |
| Emily Clark | F | Ottawa Charge | 30 | 3 | 6 | 9 | 0.30 | 4-Average | |
| Michelle Karvinen | F | Vancouver Goldeneyes | 30 | 3 | 6 | 9 | 0.30 | 4-Average | |
| Kateřina Mrázová | F | Ottawa Charge | 30 | 2 | 7 | 9 | 0.30 | 4-Average | |
| Peyton Hemp | F | Ottawa Charge | 30 | 2 | 7 | 9 | 0.30 | 4-Average | |
| Michela Cava | F | Ottawa Charge | 30 | 1 | 8 | 9 | 0.30 | 4-Average | |
| #VALUE! | F | Ottawa Charge | 30 | 1 | 8 | 9 | 0.30 | 4-Average | |
| Dominique Petrie | F | Minnesota Frost | 10 | 2 | 1 | 3 | 0.30 | 4-Average | |
| Maggie Flaherty | D | Montréal Victoire | 30 | 4 | 5 | 9 | 0.30 | 4-Average | |
| Erin Ambrose | D | Montréal Victoire | 21 | 0 | 6 | 6 | 0.29 | 4-Average | |
| Klára Hymlárová | F | Minnesota Frost | 29 | 3 | 5 | 8 | 0.28 | 4-Average | |
| Shiann Darkangelo | F | Montréal Victoire | 30 | 4 | 4 | 8 | 0.27 | 4-Average | |
| Natalie Spooner | F | Toronto Sceptres | 30 | 3 | 5 | 8 | 0.27 | 4-Average | |
| Cayla Barnes | D | Seattle Torrent | 30 | 3 | 5 | 8 | 0.27 | 4-Average | |
| Jocelyne Larocque | D | Ottawa Charge | 30 | 1 | 7 | 8 | 0.27 | 4-Average | |
| Sidney Morin | D | Minnesota Frost | 30 | 0 | 8 | 8 | 0.27 | 4-Average | |
| Nicole Vallario | D | New York Sirens | 11 | 1 | 2 | 3 | 0.27 | 4-Average | |
| Hadley Hartmetz | D | Boston Fleet | 27 | 0 | 7 | 7 | 0.26 | 4-Average | |
| Jincy Roese | D | Minnesota Frost | 28 | 0 | 7 | 7 | 0.25 | 4-Average | |
| Elle Hartje | F | New York Sirens | 29 | 0 | 7 | 7 | 0.24 | 4-Average | |
| Mikyla Grant-Mentis | F | Seattle Torrent | 25 | 3 | 3 | 6 | 0.24 | 4-Average | |
| Jill Saulnier | F | Boston Fleet | 25 | 2 | 4 | 6 | 0.24 | 4-Average | |
| Shay Maloney | F | Boston Fleet | 30 | 3 | 4 | 7 | 0.23 | 4-Average | |
| Denisa Krizova | F | New York Sirens | 30 | 2 | 5 | 7 | 0.23 | 4-Average | |
| Ella Shelton | D | Toronto Sceptres | 30 | 3 | 4 | 7 | 0.23 | 4-Average | |
| Kali Flanagan | D | Toronto Sceptres | 30 | 2 | 5 | 7 | 0.23 | 4-Average | |
| Anna Bargman | F | New York Sirens | 29 | 4 | 2 | 6 | 0.21 | 4-Average | |
| Kaitlin Willoughby | F | Montréal Victoire | 29 | 3 | 3 | 6 | 0.21 | 4-Average | |
| Catherine Dubois | F | Montréal Victoire | 24 | 4 | 1 | 5 | 0.21 | 4-Average | |
| Ella Huber | F | Boston Fleet | 30 | 4 | 2 | 6 | 0.20 | 4-Average | |
| Mannon McMahon | F | Vancouver Goldeneyes | 30 | 4 | 2 | 6 | 0.20 | 4-Average | |
| Anna Meixner | F | Vancouver Goldeneyes | 30 | 3 | 3 | 6 | 0.20 | 4-Average | |
| Ashton Bell | D | Vancouver Goldeneyes | 30 | 2 | 4 | 6 | 0.20 | 4-Average | |
| Savannah Harmon | D | Toronto Sceptres | 30 | 2 | 4 | 6 | 0.20 | 4-Average | |
| Anna Shokhina | F | Vancouver Goldeneyes | 28 | 2 | 3 | 5 | 0.18 | 4-Average | |
| Lexie Adzija | F | Seattle Torrent | 30 | 4 | 1 | 5 | 0.17 | 4-Average | |
| Kristin O’Neill | F | New York Sirens | 30 | 4 | 1 | 5 | 0.17 | 4-Average | |
| Maggie Connors | F | Toronto Sceptres | 30 | 3 | 2 | 5 | 0.17 | 4-Average | |
| Dara Greig | F | Montréal Victoire | 29 | 3 | 2 | 5 | 0.17 | 4-Average | |
| Natalie Snodgrass | F | Seattle Torrent | 29 | 2 | 3 | 5 | 0.17 | 4-Average | |
| Allyson Simpson | D | New York Sirens | 30 | 3 | 2 | 5 | 0.17 | 4-Average | |
| Stephanie Markowski | D | Ottawa Charge | 30 | 1 | 4 | 5 | 0.17 | 4-Average | |
| Megan Carter | D | Seattle Torrent | 30 | 1 | 4 | 5 | 0.17 | 4-Average | |
| Brooke Hobson | D | Ottawa Charge | 23 | 1 | 3 | 4 | 0.17 | 4-Average | |
| Lyndie Lobdell | D | Seattle Torrent | 25 | 0 | 4 | 4 | 0.16 | 4-Average | |
| Kathryn Reilly | D | Ottawa Charge | 25 | 0 | 4 | 4 | 0.16 | 4-Average | |
| Daniela Pejsova | D | Boston Fleet | 27 | 2 | 2 | 4 | 0.15 | 4-Average | |
| Nina Jobst-Smith | D | Vancouver Goldeneyes | 20 | 0 | 3 | 3 | 0.15 | 4-Average | |
| Mia Biotti | D | Boston Fleet | 13 | 0 | 2 | 2 | 0.15 | 4-Average | |
| Alexandra Labelle | F | Montréal Victoire | 28 | 0 | 4 | 4 | 0.14 | 4-Average | |
| Micah Zandee-Hart | D | New York Sirens | 29 | 1 | 3 | 4 | 0.14 | 4-Average | |
| Loren Gabel | F | Boston Fleet | 16 | 1 | 1 | 2 | 0.13 | 4-Average | |
| Anna Kjellbin | D | Toronto Sceptres | 30 | 1 | 3 | 4 | 0.13 | 4-Average | |
| Emily Brown | D | Seattle Torrent | 30 | 0 | 4 | 4 | 0.13 | 4-Average | |
| Madison Bizal | D | Minnesota Frost | 16 | 0 | 2 | 2 | 0.13 | 4-Average | |
| Riley Brengman | D | Boston Fleet | 28 | 2 | 1 | 3 | 0.11 | 4-Average | |
| Allie Munroe | D | Toronto Sceptres | 19 | 0 | 2 | 2 | 0.11 | 4-Average | |
| Sara Hjalmarsson | F | Toronto Sceptres | 30 | 3 | 0 | 3 | 0.10 | 4-Average | |
| Alexa Vasko | F | Ottawa Charge | 30 | 2 | 1 | 3 | 0.10 | 4-Average | |
| Kiara Zanon | F | Toronto Sceptres | 30 | 1 | 2 | 3 | 0.10 | 4-Average | |
| Claire Butorac | F | Minnesota Frost | 30 | 0 | 3 | 3 | 0.10 | 4-Average | |
| Hannah Brandt | F | Boston Fleet | 30 | 0 | 3 | 3 | 0.10 | 4-Average | |
| Amanda Boulier | D | Montréal Victoire | 30 | 0 | 3 | 3 | 0.10 | 4-Average | |
| Jessica Digirolamo | D | Montréal Victoire | 29 | 1 | 2 | 3 | 0.10 | 4-Average | |
| Mariah Keopple | D | Seattle Torrent | 29 | 0 | 3 | 3 | 0.10 | 4-Average | |
| Jade Downie-Landry | F | Montréal Victoire | 23 | 2 | 0 | 2 | 0.09 | 4-Average | |
| Savannah Norcross | F | New York Sirens | 23 | 1 | 1 | 2 | 0.09 | 4-Average | |
| Jada Habisch | F | Seattle Torrent | 11 | 1 | 0 | 1 | 0.09 | 4-Average | |
| Gabby Rosenthal | F | Vancouver Goldeneyes | 26 | 1 | 1 | 2 | 0.08 | 5-Replacement | |
| Clair DeGeorge | F | New York Sirens | 26 | 0 | 2 | 2 | 0.08 | 5-Replacement | |
| Laura Kluge | F | Boston Fleet | 25 | 1 | 1 | 2 | 0.08 | 5-Replacement | |
| Lily Delianedis | F | Seattle Torrent | 24 | 0 | 2 | 2 | 0.08 | 5-Replacement | |
| Élizabeth Giguère | F | Minnesota Frost | 13 | 0 | 1 | 1 | 0.08 | 5-Replacement | |
| Darcie Lappan | F | Vancouver Goldeneyes | 12 | 0 | 1 | 1 | 0.08 | 5-Replacement | |
| Natalie Buchbinder | D | Minnesota Frost | 25 | 1 | 1 | 2 | 0.08 | 5-Replacement | |
| Zoe Boyd | D | Boston Fleet | 12 | 0 | 1 | 1 | 0.08 | 5-Replacement | |
| Emma Woods | F | Toronto Sceptres | 30 | 1 | 1 | 2 | 0.07 | 5-Replacement | |
| Kayla Vespa | F | New York Sirens | 30 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Brooke McQuigge | F | Ottawa Charge | 30 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Clara Van Wieren | F | Toronto Sceptres | 29 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Peyton Anderson | F | Minnesota Frost | 28 | 1 | 1 | 2 | 0.07 | 5-Replacement | |
| Anna Segedi | F | Vancouver Goldeneyes | 27 | 1 | 1 | 2 | 0.07 | 5-Replacement | |
| Emma Gentry | F | Toronto Sceptres | 27 | 1 | 1 | 2 | 0.07 | 5-Replacement | |
| Sydney Bard | D | Vancouver Goldeneyes | 30 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Lauren Bernard | D | New York Sirens | 30 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Mellissa Channell | D | Vancouver Goldeneyes | 30 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Emma Greco | D | Ottawa Charge | 30 | 0 | 2 | 2 | 0.07 | 5-Replacement | |
| Katie Chan | F | Vancouver Goldeneyes | 17 | 1 | 0 | 1 | 0.06 | 5-Replacement | |
| Vanessa Upson | F | Minnesota Frost | 28 | 0 | 1 | 1 | 0.04 | 5-Replacement | |
| Emmy Fecteau | F | New York Sirens | 28 | 0 | 1 | 1 | 0.04 | 5-Replacement | |
| Maddy Samoskevich | F | Vancouver Goldeneyes | 27 | 1 | 0 | 1 | 0.04 | 5-Replacement | |
| Brooke Bryant | F | Seattle Torrent | 23 | 0 | 1 | 1 | 0.04 | 5-Replacement | |
| Rylind MacKinnon | D | Boston Fleet | 28 | 0 | 1 | 1 | 0.04 | 5-Replacement | |
| Brooke Becker | D | Minnesota Frost | 27 | 0 | 1 | 1 | 0.04 | 5-Replacement | |
| Taylor House | F | Ottawa Charge | 29 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Marah Wagner | F | Seattle Torrent | 20 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Jenna Buglioni | F | Seattle Torrent | 18 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Sydney Langseth | F | Seattle Torrent | 16 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Dayle Ross | D | New York Sirens | 16 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Jessica Kondas | D | Toronto Sceptres | 14 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Tamara Giaquinto | D | Montréal Victoire | 12 | 0 | 0 | 0 | 0.00 | 5-Replacement | |
| Hanna Baskin | D | Toronto Sceptres | 11 | 0 | 0 | 0 | 0.00 | 5-Replacement |
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