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 | Clinton High | USHS-W | 13 | 3 | 4 | 7 | 0.538 | 0.0457 | 0.0457 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | SUNY Oswego | SUNYAC | FR | 6 | 0 | 0 | 0 | 0.000 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Presley Norby | USHS-MN-W · 2012-13 · 0.33 PPG | 0.525 | Wisconsin |
| Laura Anderson | USHS-MN-W · 2012-13 · 0.34 PPG | 0.290 | Yale |
| Taylor Heise | USHS-MN-W · 2012-13 · 0.36 PPG | 0.897 | Minnesota |
| Katie McMillan | USHS-MN-W · 2012-13 · 0.24 PPG | 0.314 | Penn State |
| Lucy Burton | USHS-MN-W · 2012-13 · 0.24 PPG | 0.000 | Yale |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Amanda Smythe | 2024-25 · 1.16 PPG | 0.105 | Wisconsin-River Falls | WIAC |
| Kaitlin Roberts | 2023-24 · 0.31 PPG | — | Gustavus Adolphus | MIAC |
| Kellsey Kludt | 2024-25 · 0.68 PPG | 0.200 | St. Olaf | MIAC |
| Madison McCullough | 2022-23 · 0.32 PPG | — | Wisconsin-Superior | WIAC |
| Karin Knapp | 2015-16 · 0.29 PPG | — | Wisconsin-Eau Claire | 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.