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 |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Fraser Valley Rush | BCEHL-W | 19 | 7 | 10 | 17 | 0.895 | 0.2077 | 0.2072 |
| 2024-25 | Fraser Valley Rush | BCEHL-W | 22 | 28 | 17 | 45 | 2.046 | 0.4750 | 0.4568 |
| 2025-26 | Purcell Hockey Academy 19U | 19U-AAA-W | 18 | 16 | 15 | 31 | 1.722 | 0.5482 | 0.5323 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| 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 |
| Saana Valkama | SMLIIGA-W · 2012-13 · 1.43 PPG | 0.314 | Vermont |
| 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 |
|---|---|---|---|---|
| Amy Budde | 2014-15 · 1.40 PPG | 0.923 | Lake Forest | NCHA |
| Sophie Rausch | 2014-15 · 0.96 PPG | 1.346 | Hamline | MIAC |
| Erica Power | 2011-12 · 1.24 PPG | 1.038 | Gustavus Adolphus | MIAC |
| Madelynn Jablonski | 2018-19 · 2.59 PPG | 0.500 | Wisconsin-Eau Claire | WIAC |
| Bella Wagner | 2014-15 · 2.24 PPG | 0.579 | Wisconsin-River Falls | WIAC |
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.