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 |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | — | 16U-AAA-W | 15 | 3 | 9 | 12 | 0.800 | 0.2841 | 0.2841 |
| 2023-24 | — | 16U-AAA-W | 22 | 8 | 15 | 23 | 1.046 | 0.3713 | 0.3713 |
| 2024-25 | — | 19U-AAA-W | 16 | 2 | 6 | 8 | 0.500 | 0.2052 | 0.2052 |
| 2025-26 | — | 19U-AAA-W | 14 | 12 | 7 | 19 | 1.357 | 0.5571 | 0.5571 |
| 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 |
| Kathryn Larson | 2011-12 · 1.36 PPG | 1.077 | Bethel | MIAC |
| Elizabeth Bauer | 2015-16 · 2.04 PPG | 0.714 | Wisconsin-Eau Claire | WIAC |
| Emily Lester | 2011-12 · 2.17 PPG | 0.679 | Wisconsin-Stevens Point | NCHA |
| Alyssa Hulst | 2015-16 · 2.08 PPG | 0.700 | Norwich | NEHC |
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.