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 |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Team Kuortane | SMLIIGA-W | 16 | 1 | 1 | 2 | 0.125 | 0.0486 | 0.0486 |
| 2021-22 | Team Kuortane | SMLIIGA-W | 25 | 5 | 3 | 8 | 0.320 | 0.1244 | 0.1549 |
| 2022-23 | Team Kuortane | SMLIIGA-W | 31 | 11 | 7 | 18 | 0.581 | 0.2258 | 0.2655 |
| 2023-24 | Team Kuortane | SMLIIGA-W | 31 | 9 | 5 | 14 | 0.452 | 0.1756 | 0.2010 |
| 2024-25 | Team Kuortane | SMLIIGA-W | 32 | 19 | 15 | 34 | 1.062 | 0.4132 | 0.4558 |
| 2025-26 | Team Kuortane | SMLIIGA-W | 31 | 22 | 18 | 40 | 1.290 | 0.5018 | 0.5283 |
| 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 |
|---|---|---|---|---|
| Chloe Summerfield | 2014-15 · 2.36 PPG | 0.500 | Wisconsin-Eau Claire | WIAC |
| Kristin Chivers | 2011-12 · 1.36 PPG | 0.862 | Elmira | UCHC |
| Sarah Markey | 2009-10 · 1.52 PPG | 0.769 | Salve Regina | NEHC |
| Hailey Herdine | 2015-16 · 1.00 PPG | 1.185 | Wisconsin-River Falls | WIAC |
| Bre Simon | 2014-15 · 1.17 PPG | 1.000 | 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.