Based on 20 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 |
|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Worcester Academy | NE-Prep-Girls | 25 | 1 | 1 | 2 | 0.080 | 0.0260 | 0.0260 |
| 2015-16 | Worcester Academy | NE-Prep-Girls | 28 | 1 | 4 | 5 | 0.180 | 0.0585 | 0.0585 |
| 2016-17 | Worcester Academy | NE-Prep-Girls | 25 | 5 | 14 | 19 | 0.760 | 0.2468 | 0.2468 |
| 2017-18 | Worcester Academy | NE-Prep-Girls | 27 | 14 | 34 | 48 | 1.780 | 0.5781 | 0.5781 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2022-23 | Elmira | UCHC | GR | 26 | 13 | 18 | 31 | 1.192 |
| 2021-22 | Elmira | UCHC | SR | 30 | 12 | 31 | 43 | 1.433 |
| 2020-21 | Elmira | UCHC | JR | 12 | 7 | 11 | 18 | 1.500 |
| 2019-20 | Elmira | UCHC | SO | 28 | 11 | 19 | 30 | 1.071 |
| 2018-19 | Elmira | UCHC | FR | 27 | 2 | 8 | 10 | 0.370 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Saana Valkama | SMLIIGA-W · 2012-13 · 1.43 PPG | 0.314 | Vermont |
| Nicole Schammel | USHS-MN-W · 2012-13 · 4.16 PPG | 0.611 | Minnesota State |
| Kelly Pannek | USHS-MN-W · 2012-13 · 3.45 PPG | 1.073 | Minnesota |
| Brooke Avery | NE-Prep-Girls · 2012-13 · 2.00 PPG | 0.062 | New Hampshire |
| Jessie Aney | USHS-MN-W · 2013-14 · 4.36 PPG | 0.267 | UConn |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Maddie Hulter | 2021-22 · 1.96 PPG | 0.615 | Wisconsin-Eau Claire | WIAC |
| Sydney Simone | 2015-16 · 1.12 PPG | 1.071 | Lake Forest | NCHA |
| Hailey Holland | 2013-14 · 1.17 PPG | 1.036 | Gustavus Adolphus | MIAC |
| Alex Toupal | 2011-12 · 1.84 PPG | 0.652 | Amherst | NESCAC |
| Sydney Bradley | 2018-19 · 1.43 PPG | 0.846 | Alvernia | UCHC |
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.