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 | 10 | 6 | 16 | 1.067 | 0.3810 | 0.3810 |
| 2023-24 | — | 16U-AAA-W | 25 | 21 | 4 | 25 | 1.000 | 0.3572 | 0.3572 |
| 2024-25 | — | 19U-AAA-W | 16 | 3 | 6 | 9 | 0.562 | 0.2309 | 0.2309 |
| 2025-26 | — | 19U-AAA-W | 19 | 12 | 13 | 25 | 1.316 | 0.5401 | 0.5401 |
| 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 |
|---|---|---|---|---|
| Julia Masotta | 2017-18 · 1.16 PPG | 1.222 | Norwich | NEHC |
| Michaela O'Connor | 2016-17 · 4.25 PPG | 0.333 | Williams | NESCAC |
| Celia Midtbo | 2022-23 · 1.73 PPG | 0.840 | Saint Mary's (MN) | MIAC |
| Ciara Wall | 2019-20 · 1.60 PPG | 0.897 | SUNY Plattsburgh | SUNYAC |
| Lauren Smith | 2014-15 · 2.43 PPG | 0.577 | Wisconsin-Stevens Point | 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.