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 | 29 | 6 | 6 | 12 | 0.414 | 0.1469 | 0.1469 |
| 2023-24 | — | 16U-AAA-W | 26 | 8 | 6 | 14 | 0.538 | 0.1912 | 0.1912 |
| 2024-25 | Pittsburgh Penguins Elite 19U | 19U-AAA-W | 51 | 13 | 15 | 28 | 0.549 | 0.1720 | 0.1690 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | Wilkes | MAC | FR | 23 | 8 | 5 | 13 | 0.565 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Liz Schepers | USHS-MN-W · 2012-13 · 1.12 PPG | 0.410 | Ohio State |
| Andrea Renner | USHS-W · 2013-14 · 2.00 PPG | 0.167 | Northeastern |
| Grace Zumwinkle | USHS-MN-W · 2012-13 · 1.08 PPG | 1.000 | Minnesota |
| Jordan Chancellor | USHS-MN-W · 2012-13 · 1.08 PPG | 0.517 | Yale |
| Gabbie Hughes | USHS-MN-W · 2013-14 · 1.16 PPG | 1.121 | Minnesota Duluth |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Malorie Anderson | 2023-24 · 1.04 PPG | — | Concordia | MIAC |
| Josie Grossman | 2024-25 · 1.04 PPG | 0.400 | Wisconsin-Eau Claire | WIAC |
| Lula Swanson | 2022-23 · 1.26 PPG | 0.333 | Wisconsin-Eau Claire | WIAC |
| McKayla Romano | 2024-25 · 0.62 PPG | 0.680 | Lebanon Valley | MAC |
| Sophie Smith | 2024-25 · 1.04 PPG | 0.393 | Lake Forest | NCHA |
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.