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 |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | NAHA White 19U AAA | 19U-AAA-W | 79 | 55 | 48 | 103 | 1.304 | 0.4150 | 0.4150 |
| 2022-23 | — | 19U-AAA-W | 24 | 10 | 21 | 31 | 1.292 | 0.5302 | 0.5302 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | Providence | HEA-W | SR | 35 | 7 | 16 | 23 | 0.657 |
| 2024-25 | Providence | HEA-W | JR | 35 | 19 | 16 | 35 | 1.000 |
| 2023-24 | Providence | HEA-W | SO | 35 | 14 | 4 | 18 | 0.514 |
| 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 |
|---|---|---|---|---|
| Courtney Moriarty | 2012-13 · 1.11 PPG | 1.259 | SUNY Plattsburgh | SUNYAC |
| Maddie Hulter | 2022-23 · 2.24 PPG | 0.615 | Wisconsin-Eau Claire | WIAC |
| Emma Peterson | 2013-14 · 2.52 PPG | 0.552 | Wisconsin-Eau Claire | WIAC |
| Kristina Press | 2017-18 · 2.08 PPG | 0.667 | Gustavus Adolphus | MIAC |
| 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.