Where Goon meets Glitz, from the Ice to the Armchair, balanced and objective hockey analysis and reporting.

NCAAW: Production Model 1.0

For those of you familiar with our PWHL and NCAA Men’s Hockey Analytics, this is a continuation of that type of production model, this time extending to NCAA Women’s Division 1 ice hockey. This model has more variance than the PWHL model did, as the gap between the top and bottom performers was simply 30% larger (This is very normal in NCAA I and NCAA III). As such, this required the addition of a “replacement” level qualifier for players in the bottom 10% of scoring, this however, does not mean these players are bad, but only that their offensive contributions are well below the league average.

A slight caveat that this particular table features is the “Draft” column that highlights player who have declared for the PWHL draft on June 10th. There are 23! Superstar level producers from the NCAA entering the draft this year. Alongside USports, European, and Pros that took a gap year, that means that some of last year’s top performers may not find themselves on PWHL rosters. However, any player who is capable of producing at a high level should be drafted early in this year’s draft to combat the PWHL’s other-worldy goaltending (League Save Percentage was 0.921 compared to the NHL’s 0.901). Also, for the sake of comparison, in her Draft Eligible season at Minnesota, 2024 Ilana Kloss Trophy Winner Taylor Heise recorded 1.71 points per game, which was only cleared by 3 total players in 2023-24, with the only one in this year’s draft being Izzy Daniel. Have fun making mock drafts everyone!

*Edit – We originally had Audrey Wethington declared for the draft rather than Madeline Wethington. This was corrected on 6/5/2024

DRAFT PLAYERPositionTEAMGPGATPPPGF StarD Star
 Kirsten Simms (F)FUniv. of Wisconsin393342751.92Superstar
 Casey O’Brien (F)FUniv. of Wisconsin412350731.78Superstar
PWHL Izzy Daniel (F)FCornell Univ.342138591.74Superstar
 Abbey Murphy (F)FUniv. of Minnesota393329621.59Superstar
 Kristýna Kaltounková (F)FColgate Univ.362730571.58Superstar
PWHL Danielle Serdachny (F)FColgate Univ.402239611.53Superstar
PWHL Britta Curl (C)FUniv. of Wisconsin412240621.51Superstar
PWHL Sarah Fillier (F)FPrinceton Univ.293013431.48Superstar
 Morgan Neitzke (LW)FLindenwood Univ.322422461.44Superstar
 Abby Hustler (F)FSt. Lawrence Univ.392431551.41Superstar
 Tessa Janecke (F)FPenn State Univ.381736531.39Superstar
PWHL Julia Gosling (F)FSt. Lawrence Univ.372229511.38Superstar
 Lacey Eden (F)FUniv. of Wisconsin412729561.37Superstar
 Laila Edwards (F)FUniv. of Wisconsin412135561.37Superstar
 Josefin Bouveng (C)FUniv. of Minnesota391931501.28Superstar
 Elyssa Biederman (F)FColgate Univ.401733501.25Superstar
PWHL Elle Hartje (C)FYale Univ.321228401.25Superstar
PWHL Hannah Bilka (F)FOhio State Univ.392226481.23Superstar
 Katie Chan (C)FCornell Univ.16910191.19Superstar
PWHL Jennifer Gardiner (F)FOhio State Univ.391827451.15Superstar
 Natalie Tulchinsky (F)FSaint Anselm College372022421.14Superstar
PWHL Ida Kuoppala (LW)FUniv. of Maine352118391.11Superstar
 Jenna Buglioni (C)FOhio State Univ.351523381.09Superstar
 Isabel Wunder (F)FPrinceton Univ.32827351.09Superstar
 Joy Dunne (F)FOhio State Univ.392418421.08Superstar
 Ella Huber (F)FUniv. of Minnesota391824421.08Superstar
PWHL Dara Greig (F)FColgate Univ.401725421.05Superstar
 Kiara Zanon (F)FOhio State Univ.391427411.05Superstar
 Sara Boucher (RW)FMercyhurst Univ.381822401.05Superstar
 Neena Brick (F)FColgate Univ.401822401Superstar
 Anna Segedi (LW)FSt. Lawrence Univ.391821391Superstar
 Lily Delianedis (F)FCornell Univ.341618341Superstar
 Emerson O’Leary (F)FPrinceton Univ.32725321Superstar
 Vanessa Upson (F)FMercyhurst Univ.381720370.97Superstar
 Sofia Nuutinen (LW/RW)FMercyhurst Univ.361123340.94Superstar
 Natálie Mlýnková (F)FUniv. of Vermont351716330.94Superstar
 Jeannie Wallner (F)FLong Island University372014340.92Superstar
 Kahlen Lamarche (F)FQuinnipiac Univ.371123340.92Superstar
 Sammy Taber (W)FBoston College351319320.91Superstar
 Alexis Petford (F)FStonehill College392015350.9Superstar
 Skylar Irving (F)FNortheastern Univ.391322350.9Superstar
 Alaina Giampietro (F)FRobert Morris Univ.351912310.89Superstar
PWHL Dominique Petrie (F)FClarkson Univ.401520350.88Superstar
PWHL Reece Hunt (F)FUniv. of Minnesota-Duluth391816340.87Superstar
 Sarah Marchland (F)FSt. Lawrence Univ.391222340.87Superstar
 Nina Steigauf (F)FQuinnipiac Univ.371616320.86Superstar
 Emmalee Pais (F)FColgate Univ.401816340.85Superstar
 Anne Cherkowski (F)FClarkson Univ.401519340.85Superstar
 Mikayla Kelley (F)FFranklin Pierce Univ.271211230.85Superstar
 Sydney Langseth (F)FMinnesota State Univ.381517320.84Superstar
 Brianna Brooks (F)FPenn State Univ.381418320.84Superstar
PWHL Mikayla Lantto (F)FLong Island University372011310.84Superstar
PWHL Sadie Peart (F)FQuinnipiac Univ.371516310.84Superstar
 Jade Iginla (RW)FBrown Univ.321611270.84Superstar
 Maya Labad (F)FQuinnipiac Univ.321314270.84Superstar
 Makenna Webster (F)FOhio State Univ.311214260.84Superstar
 Brooke McQuigge (F)FClarkson Univ.401320330.83Superstar
 Thea Johansson (LW)FMercyhurst Univ.361911300.83Superstar
 Ann-Frédérique Guay (F)FUniv. of Maine34199280.82Star
PWHL Darcie Lappan (F)FClarkson Univ.401319320.8Star
 Janelle Evans (F)FRobert Morris Univ.35919280.8Star
 Jada Habisch (F)FUniv. of Connecticut301410240.8Star
PWHL Mannon McMahon (F)FUniv. of Minnesota-Duluth391417310.79Star
 Jamie Nelson (F)FMinnesota State Univ.382010300.79Star
 Shailynn Snow (F)FRobert Morris Univ.331412260.79Star
 Jordan Ray (C/RW)FYale Univ.321312250.78Star
 Jocelyn Amos (F)FOhio State Univ.391515300.77Star
 Peyton Hemp (F)FUniv. of Minnesota391416300.77Star
 Lacey Martin (F)FBoston Univ.351413270.77Star
 Riley Walsh (F)FUnion College351116270.77Star
 Brooklyn Schneiderhan (F)FSaint Anselm College371711280.76Star
 Kylie Aquaro (F)FRIT (Rochester IOT)341016260.76Star
 India McDadi (F)FBrown Univ.32915240.75Star
 Katelyn Roberts (F)FPenn State Univ.381315280.74Star
 Rahel Enzler (F)FUniv. of Maine35620260.74Star
 Kaitlin Jockims (F)FCornell Univ.341312250.74Star
 Jenna Donohue (F)FDartmouth College30715220.73Star
 Coryn Tormala (F)FUniv. of Connecticut30517220.73Star
 Peyton Anderson (F)FNortheastern Univ.391513280.72Star
 Sloane Matthews (F)FOhio State Univ.391315280.72Star
PWHL Katelyn Knoll (F)FNortheastern Univ.391117280.72Star
 Samantha Smigliani (F)FBoston College361115260.72Star
 Sarah Paul (F)FPrinceton Univ.32167230.72Star
 Darci Johal (F)FSyracuse Univ.341311240.71Star
 Karel Préfontaine (F)FCornell Univ.341113240.71Star
 Jessica Schryver (F)FQuinnipiac Univ.341014240.71Star
PWHL Kaitlyn O’Donohoe (F)FColgate Univ.40919280.7Star
 Olivia Mobley (F)FOhio State Univ.39918270.69Star
 Audrey Jackson (F)FSaint Anselm College361213250.69Star
 Molly Henderson (F)FLindenwood Univ.32616220.69Star
 Mya Vaslet (F)FPenn State Univ.381610260.68Star
 Whitney Tuttle (F)FMinnesota State Univ.381016260.68Star
 Claire Weber (F)FSaint Anselm College371114250.68Star
 Celine Tedenby (C)FMerrimack College34815230.68Star
PWHL Klára Hymlárová (F)FSt. Cloud State Univ.36816240.67Star
 Laura Fuoco (F)FDartmouth College30812200.67Star
 Shea Verrier (F)FUniv. of New Hampshire30812200.67Star
 Rachel Goff (RW)FLindenwood Univ.29811190.66Star
PWHL Julia Nearis (F)FQuinnipiac Univ.371212240.65Star
 Ella Boerger (F)FUniv. of St. Thomas371113240.65Star
 Alyssa McLeod (F)FSt. Lawrence Univ.391114250.64Average
 Emma Kreisz (F)FUniv. of Minnesota39619250.64Average
 Maddison Achtyl (F)FStonehill College361310230.64Average
 Tyra Turner (F)FSaint Anselm College33615210.64Average
 Gabrielle Roy (F)FBoston College35139220.63Average
 Millie Rose Sirum (F)FCollege of the Holy Cross351210220.63Average
 Catherine Foulem (F)FBoston Univ.351111220.63Average
 Clara Yuhn (F)FBoston Univ.35913220.63Average
 Lily Humphrey (F)FUniv. of Vermont35715220.63Average
 Anna Bargman (F)FYale Univ.32128200.63Average
 Kira Juodikis (F)FUniv. of New Hampshire30118190.63Average
 Clara Van Wieren (F)FUniv. of Minnesota-Duluth391311240.62Average
 Maddi Wheeler (F)FUniv. of Wisconsin391014240.62Average
 Ava Lindsay (F)FUniv. of Minnesota39915240.62Average
 Olivia Wallin (F)FUniv. of Minnesota-Duluth39618240.62Average
 Rylee Bartz (F)FUniv. of St. Thomas371013230.62Average
 Alexia Moreau (LW)FCollege of the Holy Cross341110210.62Average
 Kate Holmes (F)FSyracuse Univ.34912210.62Average
 Jenna Ruiz (F)FFranklin Pierce Univ.34912210.62Average
 Stella Retrum (F)FPenn State Univ.381112230.61Average
 Abby Newhook (F)FBoston College361012220.61Average
 Katie Kaufman (F)FSt. Cloud State Univ.36616220.61Average
 Carina DiAntonio (LW)FYale Univ.31811190.61Average
 Ellie Kaiser (F)FRPI (Rensselaer Poly In.)351011210.6Average
 Emilie Prive (F)FFranklin Pierce Univ.35714210.6Average
 Evelyne Blais-Savoie (RW)FUniv. of Vermont35714210.6Average
 Marah Wagner (F)FRPI (Rensselaer Poly In.)35615210.6Average
 Lindsay Bochna (F)FProvidence College30810180.6Average
 Cassie Hall (F)FUniv. of Wisconsin41195240.59Average
 Sarah Rourke (F)FLong Island University37814220.59Average
 Anna Caumo (F)FFranklin Pierce Univ.341010200.59Average
 Tatum White (F)FSyracuse Univ.34614200.59Average
 Katie Pyne (F)FBoston College32127190.59Average
 Olivia Grabianowski (F)FLindenwood Univ.32811190.59Average
 Madeline Palumbo (F)FColgate Univ.40716230.58Average
 Taylor Otremba (F)FMinnesota State Univ.38814220.58Average
 Sena Catterall (F)FClarkson Univ.36147210.58Average
 Emma Gentry (F)FSt. Cloud State Univ.31126180.58Average
 Aylah Cioffi (C)FRPI (Rensselaer Poly In.)3199180.58Average
 Kate Helgeson (F)FSacred Heart Univ.31513180.58Average
PWHL Olivia Cvar (F)FMercyhurst Univ.37813210.57Average
 Addie Alvarez (F/D)FRIT (Rochester IOT)35812200.57Average
 Cally Dixon (F)FDartmouth College30107170.57Average
 Taylor Lum (F)FSt. Lawrence Univ.39418220.56Average
 Jenna Chaplain (F)FAssumption Univ.36614200.56Average
 Gabrielle Rud (F)FCornell Univ.34415190.56Average
 Kaia Malachino (F)FColgate Univ.32711180.56Average
PWHL Alexa Hoskin (F)FQuinnipiac Univ.1864100.56Average
 Paige Whaley (F)FStonehill College3399180.55Average
 Courtney Hall (F)FRobert Morris Univ.29313160.55Average
 Marianne Picard (F)FUniv. of Wisconsin41616220.54Average
 Josie Mendeszoon (F/D)FStonehill College39615210.54Average
 Maddy Leaney (F)FUnion College35127190.54Average
 Ashley Morrow (F)FLong Island University35109190.54Average
 Lara Beecher (F)FUniv. of Vermont35910190.54Average
 Claire Casey (F)FFranklin Pierce Univ.35811190.54Average
PWHL Rachel Weiss (F)FProvidence College35514190.54Average
 Jenna Goodwin (C)FClarkson Univ.40714210.53Average
 Julia Pellerin (F)FBoston College36127190.53Average
 Alexa Hanrahan (F)FAssumption Univ.36109190.53Average
 Caroline Goffredo (F)FBoston College34810180.53Average
PWHL Julie Gough (F)FPenn State Univ.32710170.53Average
 Rory Guilday (LD)FCornell Univ.32611170.53Average
 Brooke Campbell (F)FUniv. of Connecticut3088160.53Average
 Stephanie Stainton (F)FYale Univ.3088160.53Average
 Riley Grimley (F)FUniv. of Connecticut3088160.53Average
 Taze Thompson (F)FNortheastern Univ.39128200.51Average
 Gracee Donovan (F)FSaint Anselm College37136190.51Average
 Maddy McCaffrey (F)FSaint Anselm College37910190.51Average
 Audrey Knapp (F)FProvidence College35144180.51Average
 Kaylee Lewis (F)FUniv. of Vermont35108180.51Average
 Morgan Giannone (F)FRobert Morris Univ.3599180.51Average
 Isabella Chaput (F)FSacred Heart Univ.38127190.5Average
 Madison Kaiser (F)FUniv. of Minnesota38811190.5Average
 Sophie Lupone (F)FSacred Heart Univ.38613190.5Average
 Paige McNeil (F)FSacred Heart Univ.3699180.5Average
 Avi Adam (F)FCornell Univ.34125170.5Average
 McKenna Van Gelder (F)FCornell Univ.3489170.5Average
 Sydney Antonakis (F)FSacred Heart Univ.34710170.5Average
PWHL Annie Kuehl (F)FPrinceton Univ.32610160.5Average
 Ava DeCoste (F)FBrown Univ.32511160.5Average
 Gwyn Lapp (F)FHarvard Univ.30114150.5Average
 Ashley Allard (F)FUniv. of Connecticut30510150.5Average
 Lauren Maras (F)FFranklin Pierce Univ.30411150.5Average
 Brooke Hammer (F)FUniv. of New Hampshire2877140.5Average
 Gigi Pora (RW)FLindenwood Univ.2685130.5Average
 Alexandra Law (F)FBoston Univ.2649130.5Average
 Alexis Perry (F)FCollege of the Holy Cross185490.5Average
 Mya Neugent (F)FRobert Morris Univ.3589170.49Average
 Margot Norehad (F)FBrown Univ.2776130.48Average
 Alyssa Machado (F)FPenn State Univ.38711180.47Average
 Sarah Wozniewicz (F)FUniv. of Wisconsin36116170.47Average
 Mary Edmonds (F)FMerrimack College36611170.47Average
 CC Bowlby (F)FSt. Cloud State Univ.34610160.47Average
PWHL Taylor Lind (C)FSt. Cloud State Univ.3278150.47Average
 Samantha Broz (F)FBrown Univ.3269150.47Average
 Kathryn Stockdale (F)FUniv. of Connecticut3095140.47Average
 Shae Messner (F)FDartmouth College3077140.47Average
 Lily Geist (F)FStonehill College39108180.46Average
 Madison Chantler (F)FQuinnipiac Univ.3798170.46Average
 Reichen Kirchmair (F)FProvidence College35115160.46Average
 Emma Roland (F)FRIT (Rochester IOT)3588160.46Average
PWHL Kennedy Bobyck (F)FMinnesota State Univ.38611170.45Average
 Georgia Schiff (F)FCornell Univ.3387150.45Average
 Bailey Feeney (F)FStonehill College39107170.44Average
 Alexandra Lalonde (F)FNortheastern Univ.3989170.44Average
 Sheridan Terrazzano (F)FAssumption Univ.36106160.44Average
 Maria Lindberg (F)FMerrimack College3697160.44Average
PWHL Kenzie Hauswirth (F)FOhio State Univ.3679160.44Average
 Margaret Culp (F)FLong Island University34510150.44Average
 Jane Kuehl (F)FPrinceton Univ.3277140.44Average
 Mira Seregély (F)FUniv. of Maine3268140.44Average
 Madison Primeau (F)FRobert Morris Univ.2775120.44Average
 Grace Babington (F)FLong Island University3797160.43Average
 Nyah Philip (F)FRPI (Rensselaer Poly In.)3587150.43Average
 Kylee Mahoney (F)FMercyhurst Univ.3888160.42Average
 Alice Sauriol (F)FSt. Cloud State Univ.3669150.42Average
 Isabelle Hardy (F)FRPI (Rensselaer Poly In.)3386140.42Average
 Bryn Saarela (F)FCollege of the Holy Cross33311140.42Average
 Madison Mashuga (F)FMinnesota State Univ.2638110.42Average
 Kelsey King (F)FOhio State Univ.39610160.41Average
 Cassandra Nevers (F)FSacred Heart Univ.37105150.41Average
 Sydney Healey (F)FBoston Univ.3477140.41Average
 Hailey Tullo (LW)FSaint Anselm College35410140.4Average
 Catriona Crarer (F)FRobert Morris Univ.35311140.4Average
 Chavonne Truter (F)FUniv. of New Hampshire3075120.4Average
 Maddy Papineau (F)FRPI (Rensselaer Poly In.)3066120.4Average
 Lauren Messier (F)FDartmouth College3057120.4Average
 Chantal Ste-Croix (C)FMercyhurst Univ.3878150.39Average
 Ava McGaffigan (F)FAssumption Univ.3686140.39Average
 Tristan Currie (F)FPost Univ.3686140.39Average
 Sophie McKinley (F)FMerrimack College3677140.39Average
 Avery Farrell (F)FSt. Cloud State Univ.3677140.39Average
 Nicole Kelly (F)FUniv. of New Hampshire28101110.39Average
 Lily Shannon (F)FNortheastern Univ.3969150.38Average
 Jordan Baxter (C)FOhio State Univ.39510150.38Average
 Audrey Wethington (F)FUniv. of Minnesota39411150.38Average
 Madison Brown (F)FUniv. of St. Thomas3768140.38Average
 Sarah Thompson (F)FSyracuse Univ.3494130.38Average
 Grace Schuck (F)FFranklin Pierce Univ.3485130.38Average
 Lane Lewis (F)FCollege of the Holy Cross3458130.38Average
 Alexis Paddington (F)FMinnesota State Univ.3449130.38Average
 Ally Qualley (F)FMerrimack College3257120.38Average
 Kelly Gorbatenko (F)FUniv. of Wisconsin4178150.37Average
PWHL Grace Shirley (F)FProvidence College3576130.37Average
 Jaidan Fahrny (F)FRIT (Rochester IOT)3567130.37Average
 Sabrina Beaudoin (F)FRPI (Rensselaer Poly In.)35310130.37Average
 Reghan Chadwick (F)FCollege of the Holy Cross3056110.37Average
 Annie Berry (F)FUniv. of New Hampshire3047110.37Average
 MaryKate O’Brien (F)FUniv. of Minnesota-Duluth3977140.36Average
 Gracie Sacca (F)FStonehill College3366120.36Average
 Ani FitzGerald (F)FBoston Univ.255490.36Average
 Madeleine Noonan (F)FPost Univ.37310130.35Average
 Katherine Khramtsov (F)FPrinceton Univ.202570.35Average
 Claire Vekich (F)FMinnesota State Univ.3876130.34Average
 Nicole Ness (F)FRIT (Rochester IOT)3593120.34Average
 Luisa Welcke (F)FBoston Univ.3575120.34Average
 Lindsay Maloney (F)FRIT (Rochester IOT)3557120.34Average
 Alaina Tanski (F)FUniv. of Vermont3548120.34Average
 Maddy Coene (F)FProvidence College3539120.34Average
 Morgann Skoda (F)FRPI (Rensselaer Poly In.)3265110.34Average
 Kaitlin Finnegan (C)FLindenwood Univ.3238110.34Average
 Tamara Thierus (F)FUniv. of New Hampshire2937100.34Average
 Kasundra Betinol (F)FColgate Univ.40103130.33Average
 Taylor Nelson (F)FBemidji State Univ.3675120.33Average
 Mikaela Langbacka (F)FSt. Michael’s College3666120.33Average
 Gabbie Smith (F)FBemidji State Univ.36111120.33Average
 Lauren Stenslie (F)FUniv. of St. Thomas3383110.33Average
 Megan Woodworth (F)FUniv. of Connecticut3046100.33Average
 Sydney Leonard (F)FUniv. of New Hampshire3037100.33Average
 Ryane Kearns (F)FLong Island University3757120.32Average
 Sophie Urban (F)FQuinnipiac Univ.37210120.32Average
PWHL Shannon Hollands (C)FHarvard Univ.283690.32Average
 Angelina Ruiz (F)FSt. Michael’s College254480.32Average
 Jenna Lawry (F)FUniv. of Minnesota-Duluth3948120.31Average
 Veronica Bac (F)FQuinnipiac Univ.3674110.31Average
 Allison Reeb (F)FMerrimack College3656110.31Average
 Alex Ferguson (F)FMerrimack College3656110.31Average
 Emma Gurnell (F)FAssumption Univ.3656110.31Average
 Mary Leys (F)FSt. Michael’s College3647110.31Average
 Nina Christof (F)FRPI (Rensselaer Poly In.)3574110.31Average
 Lillian Feeney (F)FCollege of the Holy Cross3565110.31Average
 Jersey Phillips (F)FRobert Morris Univ.3565110.31Average
 Lily Fetch (F)FUniv. of Maine3538110.31Average
 Christina Vote (F)FBoston Univ.3538110.31Average
 Ella Rago (F)FAssumption Univ.3538110.31Average
 Ava Stevenson (F)FUniv. of Maine3529110.31Average
 Lilli Welcke (F)FBoston Univ.3529110.31Average
 Sidney Jackel (F)FLindenwood Univ.3255100.31Average
 Naomi Boucher (C)FYale Univ.3255100.31Average
 Samantha Morrison (F)FUniv. of Maine3246100.31Average
 Kyla Josifovic (F)FUniv. of Connecticut293690.31Average
 Maddy Skelton (F)FUniv. of Vermont265380.31Average
 Jaden Bogden (F)FClarkson Univ.4066120.3Average
 Sara Stewart (F)FColgate Univ.40111120.3Average
 Tymmarie Grom (F)FPost Univ.3738110.3Average
 Brieja Parent (F)FUniv. of St. Thomas3738110.3Average
 Laura Zimmermann (F)FSt. Cloud State Univ.3346100.3Average
 Mackenzie Bourgerie (F)FMinnesota State Univ.274480.3Average
 Asiah Taylor-Walters (F)FRPI (Rensselaer Poly In.)272680.3Average
 Marielle Parks (F)FMercyhurst Univ.3874110.29Average
 Madelyn Christian (F)FPenn State Univ.3856110.29Average
 Grayson Limke (F)FSacred Heart Univ.3847110.29Average
 Alexis Bedier (F)FPenn State Univ.3829110.29Average
 Alyssa Wruble (F)FUniv. of Maine3555100.29Average
 Athena Vasdani (F)FRIT (Rochester IOT)3546100.29Average
 Celeste Beaudoin (F)FUnion College3455100.29Average
 Claudia Yu (F)FCornell Univ.3437100.29Average
 Tessa Holk (F)FColgate Univ.4038110.28Average
 Danielle Burgen (F)FUniv. of Minnesota-Duluth3965110.28Average
 Hailey Armstrong (F)FBemidji State Univ.3691100.28Average
 Kayla Santl (F)FBemidji State Univ.3664100.28Average
 Mikayla Boarder (F)FUniv. of Maine324590.28Average
 Sydney Rarick (LW)FLindenwood Univ.323690.28Average
 Emerson Jarvis (F)FQuinnipiac Univ.297180.28Average
 Anya Weilandt (F)FLong Island University3755100.27Average
 Journey Miller (F)FLong Island University3719100.27Average
 McKenzie Rich (D/F)FFranklin Pierce Univ.331890.27Average
 Kristina Bahl (D/F)FSt. Lawrence Univ.304480.27Average
 Jada Christian (F)FUniv. of New Hampshire223360.27Average
 Peyton Wise (F)FStonehill College3946100.26Average
 Lucie Turcotte (F)FStonehill College355490.26Average
 Jordyn Bear (F)FRIT (Rochester IOT)354590.26Average
 Rose-Marie Brochu (F)FUniv. of Vermont353690.26Average
 Emily Crovo (F)FCollege of the Holy Cross352790.26Average
 Grace Canterbury (F)FSt. Michael’s College343690.26Average
 Calli Arnold (F)FRobert Morris Univ.315380.26Average
 Suzy Higuchi (F)FYale Univ.232460.26Average
 Sydnee Wilson (F)FFranklin Pierce Univ.191450.26Average
 Alizee Leblanc (F)FSt. Michael’s College365490.25Average
 Julia Wysocki (F)FPost Univ.365490.25Average
 Cara Sajevic (F)FUniv. of St. Thomas364590.25Average
 Rachel Agerter (F)FAssumption Univ.323580.25Average
 Chloe Corbin (C)FLindenwood Univ.323580.25Average
 Kamryn VanBatavia (F)FMinnesota State Univ.375490.24Average
 Lexi Sung (F)FRIT (Rochester IOT)342680.24Average
 Jenna Hartung (F)FFranklin Pierce Univ.334480.24Average
 Mariya Rauf (F)FYale Univ.250660.24Average
 Haley Ryan (F)FUniv. of Maine356280.23Average
 Ella Blackmore (F)FNortheastern Univ.355380.23Average
 Charlotte Sonntag (F)FCollege of the Holy Cross353580.23Average
 Georgia Bailey (F)FRPI (Rensselaer Poly In.)352680.23Average
 Peyton Bennetts (F)FSacred Heart Univ.350880.23Average
 Gabi Davidson Adams (F)FHarvard Univ.304370.23Average
 Greta Henderson (F)FSt. Cloud State Univ.304370.23Average
 Tiffany Hill (F)FDartmouth College304370.23Average
 Sophie Ensley (F)FHarvard Univ.303470.23Average
 Ellie Bayard (F)FHarvard Univ.301670.23Average
 Ella Huntley (LW)FBoston Univ.221450.23Average
 Abby Promersberger (F)FUniv. of St. Thomas376280.22Average
 Macy Peterson (F)FPost Univ.375380.22Average
 Sofianna Sundelin (LW/RW)FSt. Cloud State Univ.361780.22Average
 Emma Fulawka (F)FUnion College324370.22Average
 Maya Mangiafico (F)FBrown Univ.323470.22Average
 Lauren Fisher (F)FSt. Michael’s College322570.22Average
 Emily Oosterveld (F)FMerrimack College321670.22Average
 Chloe McNeil (F)FRIT (Rochester IOT)274260.22Average
 Kathryn Karo (F)FStonehill College396280.21Average
 Peyton Compton (F)FNortheastern Univ.344370.21Average
 Nea Tervonen (C)FSyracuse Univ.343470.21Average
 Linda Rulle (C)FRIT (Rochester IOT)341670.21Average
 Madison Michals (F)FCollege of the Holy Cross294260.21Average
 Kayley Crawford (F)FHarvard Univ.292460.21Average
 Vanessa Stamper (F)FDartmouth College292460.21Average
 Caroline Appleyard (F)FDartmouth College291560.21Average
 Zoe Boosamra (F)FHarvard Univ.291560.21Average
 Henlee Mahoney (F)FMercyhurst Univ.282460.21Average
 Riena Jahnke (F)FRPI (Rensselaer Poly In.)141230.21Average
 Gabrielle Krause (F)FUniv. of Minnesota-Duluth353470.2Average
 Ashley Clark (F)FProvidence College353470.2Average
 Amanda Quan (F)FUnion College352570.2Average
 Hamilton Doster (F)FDartmouth College305160.2Average
 Brianna Ware (F)FUniv. of Connecticut303360.2Average
 Christina Walker (F)FUniv. of Connecticut302460.2Average
 Mia Buonarosa (F)FDartmouth College302460.2Average
 Paige Lester (F)FHarvard Univ.152130.2Average
 Elisabeth Gerebi (F)FSt. Michael’s College363470.19Average
 Mary Zavoral (F)FUniv. of St. Thomas312460.19Average
 Kiara Kraft (F)FProvidence College312460.19Average
 Laurence Frenette (RW)FClarkson Univ.405270.18Average
 Grace Sadura (F)FUniv. of Minnesota-Duluth393470.18Average
 Brianna Walkom (F)FStonehill College390770.18Average
 Rebecca Morissette (F)FClarkson Univ.384370.18Average
 Alva Johnsson (F/D)FPenn State Univ.383470.18Average
 Mary Kromer (F)FMercyhurst Univ.381670.18Average
 Raegan Wurm (F)FUniv. of Maine345160.18Average
 Neely Nicholson (F)FBoston Univ.342460.18Average
 Memphis Mertens (F)FFranklin Pierce Univ.333360.18Average
 Shelby Breiland (F)FBemidji State Univ.332460.18Average
 Katie Davis (F)FUniv. of Minnesota-Duluth222240.18Average
 Kayla McGaffigan (F)FAssumption Univ.364260.17Average
 Makenna Slocum (F)FStonehill College363360.17Average
 Kate Johnson (F)FBemidji State Univ.362460.17Average
 Jessica Boland (F)FMinnesota State Univ.360660.17Average
 Megan McCormick (F)FRIT (Rochester IOT)355160.17Average
 Mégane Quirion (F)FProvidence College352460.17Average
 Lisa Schröfl (D/F)FLong Island University351560.17Average
 Eva Dorr (C)FHarvard Univ.302350.17Average
 Anna Gallagher (F)FBrown Univ.231340.17Average
 Iyla Ryskamp (F)FSacred Heart Univ.384260.16Average
 Rachel Bjorgan (F)FSt. Lawrence Univ.383360.16Average
 Shelby Laidlaw (F)FClarkson Univ.381560.16Average
 Lauren Zawoyski (F)FMinnesota State Univ.381560.16Average
 Mia Langlois (F)FNortheastern Univ.373360.16Average
 Anna Shelden (F)FBrown Univ.322350.16Average
 Maggie Johnson (F)FPrinceton Univ.322350.16Average
 Abby Latorella (F)FUniv. of Maine321450.16Average
 Gali Levy (F)FBrown Univ.312350.16Average
 Cassandra Johnson (F)FAssumption Univ.252240.16Average
 Brooke Manning (F)FHarvard Univ.251340.16Average
 Baylee Kirwan (F)FClarkson Univ.401560.15Average
 Heidi Knoll (F)FSyracuse Univ.345050.15Average
 Hailey Burns (C)FUniv. of Vermont342350.15Average
 Keara Parker (F)FUniv. of St. Thomas334150.15Average
 Maddy Peterson (F)FSt. Cloud State Univ.331450.15Average
 Mia Coene (F)FPrinceton Univ.271340.15Average
 Rylee Patfield (C/RW)FPost Univ.373250.14Average
 Celena Mickevicius (C)FPost Univ.371450.14Average
 Bridget Stevenson (F)FClarkson Univ.362350.14Average
 Genevieve Hendrickson (F)FBemidji State Univ.361450.14Average
 Anna Jerylo (F)FSt. Michael’s College360550.14Average
 Mary Rachel Lenaeus (F)FLong Island University354150.14Average
 Alyssa Watkins (F)FBemidji State Univ.353250.14Average
 Talya Hendrickson (F)FBemidji State Univ.353250.14Average
 Lindsey Smolen (F)FRobert Morris Univ.353250.14Average
 Sadie Lindsay (F)FUniv. of Minnesota352350.14Average
 Madelynn Jurgensen (F)FUniv. of St. Thomas352350.14Average
 Emma Kee (F)FPrinceton Univ.292240.14Average
 Delaney Williams (W)FAssumption Univ.282240.14Average
 Rayla Clemons (F)FSyracuse Univ.221230.14Average
 Avery Anderson (F)FNortheastern Univ.142020.14Average
 Kennedy Wilson (F)FSt. Lawrence Univ.395050.13Average
 Shelbi Guttormson (F)FMinnesota State Univ.382350.13Average
 Holly Abela (F)FNortheastern Univ.380550.13Average
 Sylvia Bojarski (D/LW)FYale Univ.322240.13Average
 Ashley Adams (F)FUnion College321340.13Average
 Milana Butera (F)FLong Island University321340.13Average
 Jess Ciarrocchi (F)FBrown Univ.312240.13Average
 Kiersten Browning (F)FAssumption Univ.303140.13Average
 Celesta Paolucci (F)FSaint Anselm College303140.13Average
 Ashlyn Kroes (F)FMerrimack College241230.13Average
 Mackenzie King (F)FCollege of the Holy Cross231230.13Average
 Alyson Hush (F)FUniv. of New Hampshire161120.13Average
 Olivia Haag (F)FBoston Univ.161120.13Average
 Emma Laroche (F)FFranklin Pierce Univ.160220.13Average
 Emma Conner (F)FUniv. of Minnesota151120.13Average
 Avery Myers (RW)FSt. Cloud State Univ.341340.12Average
 Ellie Reiter (F)FYale Univ.261230.12Average
 Anja Trummer (C/LW)FYale Univ.251230.12Average
 Jade Maisonneuve (C/RW)FMercyhurst Univ.250330.12Average
 Lily Brazis (F)FNortheastern Univ.380440.11Average
 Jet Devlin (F)FPost Univ.371340.11Average
 Lauren O’Hara (F)FUniv. of Minnesota364040.11Average
 Paige Vreeman (F)FLong Island University361340.11Average
 Kate Ham (F)FBoston College353140.11Average
 Noa Farberman (F)FPost Univ.352240.11Average
 Abby Blair (F)FSaint Anselm College351340.11Average
 Ava Guillemette (F)FMinnesota State Univ.270330.11Average
 Alyssa Rasmuson (F)FRobert Morris Univ.300330.1Average
 Hannah Chorske (F)FHarvard Univ.300330.1Average
 Molly Griffin (F)FNortheastern Univ.291230.1Average
 Livvy Dewar (F)FUniv. of Connecticut291230.1Average
 Delaney Fleming (F)FOhio State Univ.211120.1Average
 Marki Oberg (F)FUniv. of St. Thomas101010.1Average
 Julia Simon (F)FYale Univ.101010.1Average
 Emma Pfeffer (F)FMerrimack College352130.09Average
 Ezra Oien (F)FUniv. of Vermont342130.09Average
 Kate Villeneuve (F)FQuinnipiac Univ.340330.09Average
 Marielle McHale (F)FSyracuse Univ.340330.09Average
 Holly Kubichek (F)FPost Univ.331230.09Average
 Madeline Suitor (F)FUnion College321230.09Average
 Ryleigh Horlock (F)FMerrimack College221120.09Average
 Julia Mesplède (C)FUniv. of Vermont220220.09Average
 Mallory Mauracher (F)FQuinnipiac Univ.111010.09Average
 Meagan Byrum (F)FRPI (Rensselaer Poly In.)111010.09Average
 Ella Dunn (F)FFranklin Pierce Univ.111010.09Average
 Gabi Jones (F)FSt. Lawrence Univ.392130.08Average
 Kiley Mastel (F)FSt. Lawrence Univ.381230.08Average
 Hillary Sterling (F)FSt. Lawrence Univ.370330.08Average
 Mckayla Zilisch (F)FBemidji State Univ.360330.08Average
 Jackson Kinsler (F)FBoston Univ.261120.08Average
 Audrey McCutcheon (F)FRPI (Rensselaer Poly In.)260220.08Average
 Danika Botterill (F)FUniv. of New Hampshire252020.08Average
 Maria Cooper (F)FUniv. of St. Thomas241120.08Average
 Kate Haug (F)FUniv. of St. Thomas130110.08Average
 Kaitlyn Ehmann (F)FUnion College301120.07Average
 Paige Greco (F)FUnion College291120.07Average
 Svenja Voigt (F)FSt. Cloud State Univ.281120.07Average
 Sydney Vandenberg (F)FDartmouth College150110.07Average
 Kiersten Goode (LW)FYale Univ.141010.07Average
 Claire Sedgewick (LW)FYale Univ.141010.07Average
 Ella Chiarelli (F)FUnion College141010.07Average
 Caroline Chan (F)FCornell Univ.140110.07Average
 Nicole Bessinger (C)FSacred Heart Univ.361120.06Average
 Payton Holloway (F)FUniv. of Minnesota-Duluth360220.06Average
 Jansen Lucas (F)FBoston College360220.06Average
 Danielle Brunette (F)FUniv. of Minnesota-Duluth352020.06Average
 Kyra Anderson (F)FSaint Anselm College351120.06Average
 Raeley Carney (F)FBemidji State Univ.350220.06Average
 Béatrice Perron-Roy (F)FCornell Univ.340220.06Average
 Kerryn O’Connell (F)FSacred Heart Univ.332020.06Average
 Haley Trudeau (F)FSyracuse Univ.332020.06Average
 Manny Gendron (F)FCollege of the Holy Cross321120.06Average
 Emma Harvey (LW)FYale Univ.321120.06Average
 McKenzie Cerrato (F)FUniv. of Vermont311120.06Average
PWHL Catherine Kerin (F)FPrinceton Univ.310220.06Average
 Kennedy Emerson (D/F)FSt. Lawrence Univ.391120.05Replacement
 Maeve Connolly (F)FPenn State Univ.380220.05Replacement
 Hannah Luckman (F)FPost Univ.371120.05Replacement
 Ceilidh Campbell (F)FLong Island University370220.05Replacement
 Tara Blackburn (F)FMerrimack College220110.05Replacement
 Shelby Sandberg (F)FBemidji State Univ.210110.05Replacement
 Lilly Hartnell (F)FSaint Anselm College200110.05Replacement
 Daniella Calabrese (F)FPrinceton Univ.281010.04Replacement
 Olivia Williamson (F)FBrown Univ.271010.04Replacement
 Kayla Kutes (F)FProvidence College260110.04Replacement
 Julia Cabral (RW)FUniv. of New Hampshire260110.04Replacement
 Sydney Merritt (F)FSaint Anselm College231010.04Replacement
 Sami Bowlby (F)FQuinnipiac Univ.230110.04Replacement
 Carrie Byrnes (F)FPenn State Univ.370110.03Replacement
 Naomi Tink (F)FSt. Michael’s College361010.03Replacement
 Kara Goulding (F)FBoston College360110.03Replacement
 Sarah Hirst (F)FMerrimack College351010.03Replacement
 Calli Forsberg (C)FBemidji State Univ.341010.03Replacement
 Mya Headrick (F)FBemidji State Univ.331010.03Replacement
 Laura Eustace (F)FRobert Morris Univ.331010.03Replacement
 Sarah Dravis (F)FLindenwood Univ.320110.03Replacement
 Alexa Pongo (F)FUniv. of Connecticut301010.03Replacement
 Mikah Baptiste (F)FUniv. of New Hampshire300110.03Replacement
 Angelica Megdanis (F)FHarvard Univ.300110.03Replacement
 Dayton O’Donoghue (F)FDartmouth College300110.03Replacement
 Grace Nelles (F)FMercyhurst Univ.290110.03Replacement
 Morgan Trimper (F)FBoston College360000Replacement
 Mia Kenmore (F)FStonehill College320000Replacement
 Jenna Carpenter (F)FBoston College310000Replacement
 Michela Lio (F)FCollege of the Holy Cross310000Replacement
 Haley Uliasz (F)FSyracuse Univ.310000Replacement
 Sofia Skriver (C)FMercyhurst Univ.290000Replacement
 Gretta Pioske (F)FLindenwood Univ.280000Replacement
 Riley Johnson (F)FMercyhurst Univ.280000Replacement
 Madilynn Hickey (RW)FLindenwood Univ.280000Replacement
 Amelia Lynch (F)FSacred Heart Univ.270000Replacement
 Isabel Goolie (F)FSt. Michael’s College260000Replacement
 Kelly Harty (F)FUniv. of New Hampshire250000Replacement
 Hannah Corneliusen (F)FMerrimack College250000Replacement
 Michaela Littlewood (F)FMerrimack College240000Replacement
 Erin Brousseau (F)FSyracuse Univ.240000Replacement
 Greta Kropp (F)FUnion College230000Replacement
 Jade Giesbrecht (F)FPost Univ.210000Replacement
 Caroline May (F)FFranklin Pierce Univ.190000Replacement
 Avery Chesek (RW)FYale Univ.180000Replacement
 Ella Oakes (F)FSt. Michael’s College180000Replacement
 Martha Mobarak (F)FUniv. of Connecticut170000Replacement
 Lily Lacey (F)FBrown Univ.160000Replacement
 Dylan Berman (F)FProvidence College150000Replacement
 Mikayla Blomquist (F)FBoston Univ.150000Replacement
 Grace Kuipers (F)FPrinceton Univ.140000Replacement
 Megan Hildner (D/F)FRPI (Rensselaer Poly In.)140000Replacement
 Paige Gross (F)FBrown Univ.130000Replacement
 Ani Kozak (F)FPrinceton Univ.130000Replacement
 Annie Burks (F)FRIT (Rochester IOT)120000Replacement
 Sarah Roger (F)FColgate Univ.110000Replacement
 Victoria Petruska (F)FLong Island University100000Replacement
 Jowayria Tilly (F)FPost Univ.100000Replacement
 Sydney Morrow (D)DColgate Univ.341326391.15Superstar
 Caroline Harvey (D)DUniv. of Wisconsin32530351.09Superstar
 Kathryn Reilly (D)DQuinnipiac Univ.371029391.05Superstar
 Haley Winn (D)DClarkson Univ.381029391.03Superstar
 Nicole Gosling (D)DClarkson Univ.401425390.98Superstar
 Sarah Davies (D)DLindenwood Univ.321318310.97Superstar
PWHL Mae Batherson (D)DSt. Lawrence Univ.39829370.95Superstar
PWHL Cayla Barnes (D)DOhio State Univ.391125360.92Superstar
 Kendall Cooper (D)DQuinnipiac Univ.371122330.89Superstar
PWHL Allyson Simpson (D)DColgate Univ.40925340.85Superstar
PWHL Hadley Hartmetz (D)DOhio State Univ.39924330.85Superstar
 Sydney Pedersen (D)DMercyhurst Univ.34719260.76Superstar
PWHL Megan Carter (D)DNortheastern Univ.34421250.74Superstar
PWHL Rachel Teslak (D)DSyracuse Univ.30814220.73Superstar
 Andrea Trnková (D)DRPI (Rensselaer Poly In.)30517220.73Superstar
 Grace Dwyer (D)DCornell Univ.34816240.71Superstar
PWHL Sydney Bard (D)DColgate Univ.40226280.7Superstar
PWHL Stephanie Markowski (D)DOhio State Univ.39324270.69Superstar
 Emma Peschel (D)DOhio State Univ.36716230.64Superstar
 Krista Parkkonen (D)DUniv. of Vermont33615210.64Superstar
 Grace Wolfe (D)DSt. Cloud State Univ.113470.64Superstar
 Chloe Puddifant (D)DRobert Morris Univ.35121220.63Superstar
PWHL
 Madeline Wethington (D)DUniv. of Minnesota39519240.62Superstar
 Quinn McLaren (D)DLindenwood Univ.31109190.61Superstar
PWHL Anna Wilgren (D)DUniv. of Wisconsin40222240.6Superstar
PWHL Lauren Bernard (D)DOhio State Univ.39815230.59Superstar
 Nelli Laitinen (D)DUniv. of Minnesota39617230.59Superstar
 Alexandria Weiss (D)DSyracuse Univ.34416200.59Superstar
PWHL Alexie Guay (D)DClarkson Univ.40617230.58Superstar
 Maddy Samoskevich (D)DQuinnipiac Univ.37219210.57Superstar
 Makenzie Bachelor (D)DDartmouth College30314170.57Superstar
 Bri Eid (D)DLong Island University37218200.54Superstar
 Lyndie Lobdell (D)DPenn State Univ.38911200.53Superstar
 Emily King (D)DUnion College32413170.53Superstar
 Maggie MacEachern (D)DPenn State Univ.38613190.5Star
 Molly Jordan (D)DBoston College36414180.5Star
PWHL Nadia Mattivi (D)DBoston Univ.34314170.5Star
 Isabelle Powell (D)DDartmouth College3069150.5Star
 Thea Jørgensen (D)DLindenwood Univ.2448120.5Star
PWHL Chayla Edwards (D)DUniv. of Wisconsin39118190.49Star
 Hanna Baskin (D)DUniv. of Minnesota-Duluth37513180.49Star
 Margaret Korneta (D)DFranklin Pierce Univ.29410140.48Star
 Megan McKay (D)DMercyhurst Univ.38216180.47Star
 Gracie Gilkyson (D)DYale Univ.3269150.47Star
 Vivian Jungels (D)DUniv. of Wisconsin41514190.46Star
 Savannah Popick (D)DSaint Anselm College37413170.46Star
 Brooke Becker (D)DProvidence College35511160.46Star
 Hayley Chang (D)DMerrimack College36214160.44Star
 Tamara Giaquinto (D)DBoston Univ.35510150.43Star
 Sidney Fess (D)DBoston College36411150.42Star
 Jules Constantinople (D)DNortheastern Univ.39412160.41Star
 Nicole Vallario (D)DUniv. of St. Thomas37510150.41Star
 Ashley Messier (D)DCornell Univ.34212140.41Star
 Gabrielle Kim (D)DPrinceton Univ.32310130.41Star
 Keira Hurry (D)DClarkson Univ.40511160.4Star
 Elise Morphy (D)DUniv. of Maine35212140.4Star
 Julia Stevens (D)DFranklin Pierce Univ.35212140.4Star
 Bella Parento (D)DUniv. of Vermont35014140.4Star
 Charli Kettyle (D)DUniv. of New Hampshire30210120.4Star
 Laney Potter (D)DUniv. of Wisconsin41412160.39Star
 Kendall Butze (D)DPenn State Univ.38411150.39Star
 Sofia Ljung (D)DMercyhurst Univ.38411150.39Star
 Emma Mörtl (D)DLong Island University36311140.39Star
 Ella Anick (D)DSt. Cloud State Univ.36311140.39Star
 Katina Duscio (D)DSt. Lawrence Univ.39411150.38Star
 Brinna Martin (D)DSaint Anselm College3768140.38Star
PWHL Charlotte Akervik (D)DMinnesota State Univ.3458130.38Star
 Stephanie Bourque (D)DUnion College3558130.37Star
 Marina Alvarez (D)DUniv. of New Hampshire3038110.37Star
 Sydney Russell (D)DStonehill College39311140.36Star
 Cristina Cavaliere (D)DProvidence College33111120.36Star
 Claire Peterson (D)DUniv. of Connecticut252790.36Star
 Emma Pickering (D)DRIT (Rochester IOT)3457120.35Average
 Piper Grober (D)DCornell Univ.3138110.35Average
 Jade Arnone (D)DBoston College3548120.34Average
 Thalia D’Elia (D)DRobert Morris Univ.3539120.34Average
 Ashley Kokavec (D)DUniv. of Maine3256110.34Average
 Cameron Sikich (D)DBrown Univ.32110110.34Average
 Emma Hoen (D)DLindenwood Univ.32011110.34Average
 Riley Brengman (D)DOhio State Univ.39112130.33Average
 Ida Karlsson (D)DUniv. of Minnesota-Duluth39112130.33Average
PWHL Camryn Wong (D)DUniv. of Connecticut3037100.33Average
 Ava Rinker (D)DUniv. of Connecticut3037100.33Average
 JuliAnna Gazdik (D)DMinnesota State Univ.38210120.32Average
 Karley Garcia (D)DPenn State Univ.38210120.32Average
 Pusle Dyring Andersen (D)DStonehill College38111120.32Average
 Casey Borgiel (D)DCollege of the Holy Cross3429110.32Average
 Nina Jobst-Smith (D)DUniv. of Minnesota-Duluth3948120.31Average
PWHL Teghan Inglis (D)DMerrimack College3638110.31Average
 Lily Yovetich (D)DNortheastern Univ.36110110.31Average
 Julianna Herman (D)DSaint Anselm College3547110.31Average
 Andriana Calderone (D)DBoston Univ.3538110.31Average
 Brooke Disher (D)DBoston Univ.3538110.31Average
 Vita Ponyatovskaya (D)DYale Univ.3237100.31Average
 Emma DeCorby (D)DYale Univ.3228100.31Average
 Margaret Hanzel (D)DBoston Univ.293690.31Average
PWHL Stefanie Wallace (D)DPrinceton Univ.292790.31Average
 Ellah Hause (D)DUniv. of St. Thomas3756110.3Average
 Kaitlyn Kotlowski (D)DUniv. of Wisconsin3747110.3Average
 Ava Murphy (D)DUniv. of Wisconsin3729110.3Average
 Zoe Uens (D)DQuinnipiac Univ.37110110.3Average
 Avery Pickering (D)DColgate Univ.3346100.3Average
 Kendal Davidson (D)DUnion College3319100.3Average
 Kaitlyn Cielo (D)DAssumption Univ.305490.3Average
 Leah Stecker (D)DPenn State Univ.3847110.29Average
 Kyla Bear (D)DRIT (Rochester IOT)3537100.29Average
 Kaitlyn Schooley (D)DRobert Morris Univ.3519100.29Average
 Alyssa Regalado (D)DCornell Univ.3419100.29Average
 Jessie Burks (D)DRIT (Rochester IOT)34010100.29Average
 Lauren DeBlois (D)DProvidence College313690.29Average
 Ainsley Svetek (D)DUniv. of Connecticut283580.29Average
 Kate Monihan (D)DPrinceton Univ.281780.29Average
 Teagan Vaughan (D)DAssumption Univ.3646100.28Average
 Gillian Thompson (D)DRobert Morris Univ.321890.28Average
 Madilynn Ressler (D)DSaint Anselm College321890.28Average
 Madison Clough (D)DUniv. of St. Thomas3719100.27Average
 Taylor Larsen (D)DRPI (Rensselaer Poly In.)333690.27Average
 Mia Biotti (D)DHarvard Univ.301780.27Average
PWHL Rae Breton (D)DUniv. of New Hampshire301780.27Average
 Emma Eryou (D)DUniv. of Connecticut300880.27Average
 Kyla Bent (D)DUniv. of New Hampshire300880.27Average
 Magdalena Erbenova (D)DRPI (Rensselaer Poly In.)111230.27Average
 Melissa Jefferies (D)DSt. Lawrence Univ.3946100.26Average
 Maggie Nicholson (D)DUniv. of Minnesota3928100.26Average
 Sara Swiderski (D)DClarkson Univ.3828100.26Average
 Lilie Ramirez (D)DMinnesota State Univ.38010100.26Average
 Dominique Cormier (D)DPrinceton Univ.320880.25Average
 Adriana Van de Leest (D)DUniv. of Maine283470.25Average
 Brianna Legros (D)DUniv. of New Hampshire280770.25Average
 Liv LaRoche (D)DSacred Heart Univ.371890.24Average
 Kailey Langefels (D)DSyracuse Univ.342680.24Average
 Ellie Gauvin (D)DBrown Univ.252460.24Average
 Emma Dornseif (D)DPrinceton Univ.252460.24Average
 Julia Shaunessy (D)DBoston Univ.171340.24Average
 Grace Johnson (D)DCollege of the Holy Cross170440.24Average
PWHL Kirstyn McQuigge (D)DClarkson Univ.400990.23Average
 Maeve Carey (D)DStonehill College394590.23Average
 Grace Parker (D)DStonehill College391890.23Average
 Maren Friday (D)DUnion College353580.23Average
 Taylor Larson (D)DSt. Cloud State Univ.352680.23Average
 Hannah Johnson (D)DProvidence College351780.23Average
 Mia Tsilemos (D)DRIT (Rochester IOT)351780.23Average
 MJ Alexander (D)DRPI (Rensselaer Poly In.)350880.23Average
 Claire Tyo (D)DProvidence College350880.23Average
 Abbey Marohn (D)DNortheastern Univ.310770.23Average
 Kaley MacDonald (D)DHarvard Univ.303470.23Average
 Sophia Jones (D)DRPI (Rensselaer Poly In.)260660.23Average
 Lulu Rourke (D)DCollege of the Holy Cross323470.22Average
 Cassidy Piersiak (D)DBrown Univ.323470.22Average
 Rachel Golnitz (D)DUniv. of St. Thomas320770.22Average
 Brenna Young (D)DSaint Anselm College181340.22Average
 Taylor Stewart (D)DUniv. of Minnesota392680.21Average
 Tova Henderson (D)DUniv. of Minnesota-Duluth391780.21Average
 Julianna Koman (D)DSacred Heart Univ.382680.21Average
 Hailey Eikos (D)DUniv. of Vermont342570.21Average
 Jodie Rose (D)DPost Univ.342570.21Average
 Jamie Grinder (D)DUniv. of Maine341670.21Average
 Maya D’Arcy (D)DSyracuse Univ.341670.21Average
 Carmen Elliott (D)DCollege of the Holy Cross340770.21Average
 Jenessa Gazdik (D)DMinnesota State Univ.333470.21Average
 Karolina Hengelmüller (D)DPenn State Univ.281560.21Average
 KC Brooks (D)DProvidence College353470.2Average
 Lily Hendrikson (D)DProvidence College352570.2Average
 Emilie Fortunato (D)DCollege of the Holy Cross351670.2Average
 Allyson Hebert (D)DRobert Morris Univ.350770.2Average
 Iliana Smith (D)DUnion College201340.2Average
 Haley Maxwell (D)DUniv. of St. Thomas372570.19Average
 Caisey Van Den Oetelaar (D)DPost Univ.372570.19Average
 Mia Lopata (D)DQuinnipiac Univ.371670.19Average
 Dani Ammons (D)DPost Univ.370770.19Average
 Dayle Ross (D)DSt. Cloud State Univ.363470.19Average
 Khloe Lund (D)DBemidji State Univ.362570.19Average
 Kailey Smith (D)DSacred Heart Univ.383470.18Average
 Sajel Desai (D)DPost Univ.344260.18Average
 Victoria Mariano (D)DNortheastern Univ.342460.18Average
 Riley Reeves (D)DBemidji State Univ.341560.18Average
 Natalie Zarcone (D)DUniv. of Vermont332460.18Average
 Natalie Nemes (D)DMerrimack College332460.18Average
 Addi Scribner (D)DSt. Cloud State Univ.362460.17Average
 Jace Zapata (D)DSt. Michael’s College362460.17Average
 Payten Evans (D)DMerrimack College362460.17Average
 Makenna Deering (D)DBemidji State Univ.361560.17Average
 Lily Martinson (D)DProvidence College352460.17Average
 Maeve Kelly (D)DBoston Univ.350660.17Average
 Meredith Jensen (D)DDartmouth College302350.17Average
 Annie King (D)DDartmouth College301450.17Average
 Jenna MacDonald (D)DHarvard Univ.301450.17Average
 Ella Ridge (D)DSaint Anselm College300550.17Average
 Meadow Carman (D)DBrown Univ.300550.17Average
 Jenna Sharland (D)DFranklin Pierce Univ.291450.17Average
 Kristina Allard (D)DNortheastern Univ.382460.16Average
 Rylie Jones (D)DNortheastern Univ.380660.16Average
 Anna Fairman (D)DLong Island University371560.16Average
 Lily Barrett (D)DStonehill College370660.16Average
 Kiley Erickson (D)DBoston College320550.16Average
 Tijana Miskovic (D)DYale Univ.250440.16Average
 Solveig Neunzert (D)DUniv. of Minnesota391560.15Average
 Emma Kelly (D)DSt. Michael’s College343250.15Average
 Meredith Killian (D)DUnion College342350.15Average
 Anna Podein (D)DUniv. of Vermont340550.15Average
 Sophia Johnson (D)DUniv. of Maine340550.15Average
 Jaimee Spring (D)DColgate Univ.201230.15Average
 Jayden Seifert (D)DMinnesota State Univ.370550.14Average
 Olivia Dronen (D)DBemidji State Univ.362350.14Average
 Maddie Quinn (D)DSt. Michael’s College352350.14Average
 Delaney Bonifacio (D)DFranklin Pierce Univ.351450.14Average
 Sarah Taylar (D)DStonehill College390550.13Average
 Kianna Roeske (D)DMinnesota State Univ.382350.13Average
 Emily Wisnewski (D)DSacred Heart Univ.382350.13Average
 Gwen Eichfeld (D)DColgate Univ.381450.13Average
 Mary Sweetapple (D)DMercyhurst Univ.380550.13Average
 Sophie Helgeson (D)DUniv. of Wisconsin323140.13Average
 Miranda Calderone (D)DBrown Univ.320440.13Average
 Élodie Roy (D)DBrown Univ.311340.13Average
 Maria Pape (D)DHarvard Univ.303140.13Average
 Maya Serdachny (D)DUniv. of Connecticut300440.13Average
 Erin Fleming (D)DSacred Heart Univ.240330.13Average
 Michelle Nutescu (D)DRPI (Rensselaer Poly In.)231230.13Average
 Olivia Paidosh (D)DDartmouth College160220.13Average
 Sami Gendron (D)DMercyhurst Univ.150220.13Average
 Devyn Millwater (D)DSt. Cloud State Univ.341340.12Average
 Courtney Swenson (D)DFranklin Pierce Univ.341340.12Average
 Sara Lévesque (D)DUniv. of Vermont341340.12Average
 Justina Valentini (D)DAssumption Univ.340440.12Average
 Taryn Rathwell (D)DRPI (Rensselaer Poly In.)340440.12Average
 Kennedy Little (D)DUniv. of Maine330440.12Average
 Alexa Davis (D)DCornell Univ.260330.12Average
 Teja Gatfield (D)DPrinceton Univ.250330.12Average
 Lilly Corso (D)DAssumption Univ.361340.11Average
 Gabriella Tribelli (D)DSt. Michael’s College360440.11Average
 Ava Svejkovsky (D)DColgate Univ.360440.11Average
 Kate Prive (D)DAssumption Univ.360440.11Average
 Cailin Flynn (D)DBoston College360440.11Average
 Ashley Wright (D)DFranklin Pierce Univ.350440.11Average
 Emma Hebert (D)DUnion College350440.11Average
 Andie Proulx (D)DClarkson Univ.282130.11Average
 Kambel Beacom (D)DSyracuse Univ.281230.11Average
 Deanna Buenzow (D)DYale Univ.280330.11Average
 Paula Bergström (D)DUniv. of Minnesota-Duluth390440.1Average
 Addie Carr (D)DRIT (Rochester IOT)312130.1Average
 Victoria FitzGibbon (D)DSt. Michael’s College310330.1Average
 Charlotte Hallett (D)DSyracuse Univ.301230.1Average
 Anne Averill (D)DDartmouth College300330.1Average
 Maura Fiorenza (D)DDartmouth College300330.1Average
 Katherine Kasica (D)DHarvard Univ.300330.1Average
 Alex Cistolo (D)DFranklin Pierce Univ.291230.1Average
 Abigail Thibodeau (D)DCornell Univ.200220.1Average
 Madison Cardaci (D)DBoston Univ.352130.09Average
 Allison Smith (D)DUnion College351230.09Average
 Kylie Huseth (D)DFranklin Pierce Univ.341230.09Average
 Brooke George (D)DUniv. of Vermont321230.09Average
 Olivia Muhn (D)DYale Univ.321230.09Average
PWHL Wasyn Rice (D)DRobert Morris Univ.321230.09Average
 Anastasia Sloan (D)DSacred Heart Univ.381230.08Average
 Makayla Javier (D)DMercyhurst Univ.381230.08Average
 Emily Zumwinkle (D)DUniv. of Minnesota380330.08Average
 Alejandra Franco (D)DUniv. of Minnesota371230.08Average
 Angeline Pitter (D)DPost Univ.370330.08Average
 Raice Szott (D)DMerrimack College361230.08Average
 Annaka Mettler (D)DBoston College361230.08Average
 Keri Clougherty (D)DBoston College360330.08Average
 Courtney Colarullo (D)DUniv. of Maine260220.08Average
 Emmery Korfmacher (D)DYale Univ.120110.08Average
 Sadie Makokis (D)DUniv. of New Hampshire301120.07Average
 Taylor Cantelon (D)DCollege of the Holy Cross301120.07Average
 Tiana McIntyre (D)DQuinnipiac Univ.300220.07Average
 Molly Walsh (D)DAssumption Univ.271120.07Average
 Maddie Rinklin (D)DSacred Heart Univ.270220.07Average
 Solveig Gisler (D)DMerrimack College361120.06Average
 Kendra Fortin (D)DBemidji State Univ.360220.06Average
 Maya Jones (D)DUnion College351120.06Average
 Bailey Kehl (D)DRIT (Rochester IOT)350220.06Average
 Isabella DiReda (D)DAssumption Univ.350220.06Average
 Jocelyn Fiala (D)DSyracuse Univ.340220.06Average
 Abby Hehl (D)DSt. Lawrence Univ.331120.06Average
 Taylor Zahirnyi (D)DRPI (Rensselaer Poly In.)331120.06Average
 Saige McKay (D)DLong Island University330220.06Average
PWHL Sarah MacEachern (D)DCornell Univ.320220.06Average
 Ella Knewtson (D)DLong Island University310220.06Average
 Olivia King (D)DUniv. of Maine170110.06Average
 Carmen Bray (D)DSt. Cloud State Univ.160110.06Average
 Alli Pahl (D)DUniv. of St. Thomas371120.05Average
 Mackenzie Clarke (D)DSt. Lawrence Univ.370220.05Average
 Gabby Dougherty (D)DSyracuse Univ.280110.04Replacement
 Rose O’Connor (D)DHarvard Univ.280110.04Replacement
 Isabel Lippai (D)DUniv. of St. Thomas270110.04Replacement
 Megan Ognibene (D)DUnion College260110.04Replacement
 Ella Belfry (D)DColgate Univ.240110.04Replacement
 Brenna Fuhrman (D)DUniv. of Minnesota-Duluth390110.03Replacement
 Su Yeon Eom (D)DSt. Lawrence Univ.381010.03Replacement
 Emmi Mourujärvi (D)DMercyhurst Univ.380110.03Replacement
 Emersynn McGillis (D)DSt. Michael’s College361010.03Replacement
 Quinn Dunkle (D)DUniv. of Minnesota-Duluth360110.03Replacement
 Emma Min (D)DCollege of the Holy Cross350110.03Replacement
 Brooke Pioske (D)DLindenwood Univ.310110.03Replacement
 Sophie Robinson (D)DDartmouth College301010.03Replacement
 Brooke Larsen (D)DPost Univ.330000Replacement
 Marley Webster (D)DPost Univ.320000Replacement
 Heather McAvoy (D)DSaint Anselm College300000Replacement
 Claire Kuipers (D)DSaint Anselm College290000Replacement
 Brynne West (D)DQuinnipiac Univ.280000Replacement
 Ana Davis (D)DBemidji State Univ.250000Replacement
 Elly Klepinger (D)DUniv. of Minnesota240000Replacement
 Hannah Squires (D)DStonehill College240000Replacement
 Peyton Blaney (D)DProvidence College240000Replacement
 Sarah Waszkielewicz (D)DLindenwood Univ.240000Replacement
 Eleanor Winges (D)DHarvard Univ.230000Replacement
 C.C. Deslauriers (D)DUniv. of Vermont210000Replacement
PWHL Chace Sperling (D)DRobert Morris Univ.180000Replacement
 Sydney McAsh (D)DLindenwood Univ.170000Replacement
 Vaia Graves (D)DCollege of the Holy Cross160000Replacement
 Maddie Morgan (D)DBrown Univ.150000Replacement
 Annie Sun (D)DHarvard Univ.150000Replacement
 Ella Dahl (D)DSacred Heart Univ.140000Replacement
 Bronwyn Khangsar (D)DRIT (Rochester IOT)140000Replacement
 Lucie Quarto (D)DLindenwood Univ.130000Replacement
 Abigail Hancock (D)DBrown Univ.120000Replacement
 Méghane Duchesne-Chalifoux (D)DUniv. of Connecticut110000Replacement
 Darby Rich (D)DSt. Michael’s College110000Replacement

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3 responses to “NCAAW: Production Model 1.0”

  1. […] Ohio State teammate Jennifer Gardiner, who posted a PPG of 1.15 last season. Based off of our NCAAW Production Model, Cayla Barnes had five consecutive superstar production seasons. Her PPG by season were .63, .657, […]

  2. […] she possesses great vision, high hockey IQ, and strength on the puck. According to our production model, Serdachny posted five consecutive super star seasons averaging over .83 PPG every year. Serdachny […]

  3. […] With the PWHL draft just ahead, the time has come for yet another draft board. Last season, our NCAAW hockey production model (similar to the one we use for the PWHL) saw 9 of who we perceived as the 10 most likely draft […]

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