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 | Whitby Wolves | OWHL-U22 | 1 | 0 | 0 | 0 | 0.000 | N/A | N/A |
| 2022-23 | Whitby Wolves | OWHL-U22 | 67 | 48 | 40 | 88 | 1.313 | 0.4600 | 0.4600 |
| 2023-24 | Whitby Wolves | OWHL-U22 | 53 | 64 | 22 | 86 | 1.623 | 0.5682 | 0.5682 |
| 2024-25 | Etobicoke Dolphins | OWHL-U22 | 42 | 34 | 34 | 68 | 1.619 | 0.5670 | 0.5670 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Lawrence | ECAC-W | FR | 35 | 11 | 4 | 15 | 0.429 |
| 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 |
| Brooke Avery | NE-Prep-Girls · 2012-13 · 2.00 PPG | 0.062 | New Hampshire |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Nicole Unsworth | 2013-14 · 2.14 PPG | 0.960 | SUNY Plattsburgh | SUNYAC |
| Katie Little | 2008-09 · 1.30 PPG | 1.556 | Manhattanville | UCHC |
| Megan Goodreau | 2021-22 · 1.68 PPG | 1.207 | Wisconsin-River Falls | WIAC |
| Kelsey Rafferty | 2013-14 · 2.95 PPG | 0.680 | Hamline | MIAC |
| Grace Delmonico | 2022-23 · 2.43 PPG | 0.857 | Hamline | MIAC |
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.