Based on 40 comparable players
Most women's college players come directly from high school hockey. Junior or HS season stats below (when available on Elite Prospects).
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-W PPG | Age-Adjusted |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | NAHA Red 16U | 16U-AAA-W | 64 | 36 | 29 | 65 | 1.016 | 0.3261 | 0.3364 |
| 2022-23 | — | 19U-AAA-W | 24 | 10 | 7 | 17 | 0.708 | 0.2908 | 0.2908 |
| 2023-24 | — | 19U-AAA-W | 4 | 3 | 0 | 3 | 0.750 | 0.3079 | 0.3079 |
| 2024-25 | — | 19U-AAA-W | 54 | 34 | 38 | 72 | 1.333 | 0.5473 | 0.5473 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | Penn State | WCHA-W | FR | 39 | 8 | 26 | 34 | 0.872 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Saana Valkama | SMLIIGA-W · 2012-13 · 1.43 PPG | 0.314 | Vermont |
| Kelly Pannek | USHS-MN-W · 2012-13 · 3.45 PPG | 1.073 | Minnesota |
| Nicole Schammel | USHS-MN-W · 2013-14 · 3.44 PPG | 0.611 | Minnesota State |
| Emma Nuutinen | SMLIIGA-W · 2012-13 · 1.25 PPG | 0.559 | North Dakota |
| Jessie Aney | USHS-MN-W · 2012-13 · 3.17 PPG | 0.267 | UConn |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Celia Midtbo | 2022-23 · 1.73 PPG | 0.840 | Saint Mary's (MN) | MIAC |
| Jessica Bird | 2016-17 · 2.88 PPG | 0.500 | Wisconsin-River Falls | WIAC |
| Brianna Breiland | 2010-11 · 2.28 PPG | 0.633 | Wisconsin-River Falls | WIAC |
| Madi Nolan | 2016-17 · 1.75 PPG | 0.826 | Wisconsin-River Falls | WIAC |
| Amber Tilander | 2015-16 · 2.21 PPG | 0.655 | St. Scholastica | NCHA |
Women's college hockey projections draw primarily on high school and junior stats when available. Because most women go directly from HS to college, projections with limited pre-college data use conference-based priors.
NCAAe-W factors are derived from historical pre-college→NCAA-W transitions. For many players, projection confidence is lower than men's due to sparse pre-college tracking.