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 |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Shattuck St. Mary's 16U | NE-Prep-Girls | 31 | 1 | 11 | 12 | 0.387 | 0.1257 | 0.1257 |
| 2021-22 | Shattuck St. Mary's 16U | NE-Prep-Girls | 49 | 12 | 25 | 37 | 0.755 | 0.2453 | 0.2672 |
| 2022-23 | — | 16U-AAA-W | 6 | 1 | 1 | 2 | 0.333 | 0.1191 | 0.1191 |
| 2023-24 | — | 19U-AAA-W | 6 | 0 | 1 | 1 | 0.167 | 0.0684 | 0.0684 |
| 2024-25 | — | 19U-AAA-W | 20 | 7 | 9 | 16 | 0.800 | 0.3284 | 0.3284 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | Penn State | WCHA-W | FR | 39 | 3 | 13 | 16 | 0.410 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Briana Mastel | NE-Prep-Girls · 2012-13 · 1.04 PPG | 0.258 | Harvard |
| Anna Kilponen | SMLIIGA-W · 2012-13 · 0.79 PPG | 0.257 | North Dakota |
| Anna Wright | NE-Prep-Girls · 2012-13 · 0.86 PPG | 0.000 | Maine |
| Taylor Marchin | NE-Prep-Girls · 2012-13 · 0.77 PPG | 0.207 | Yale |
| Erin O'Connor | USHS-W · 2012-13 · 2.85 PPG | 0.758 | Cornell |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Alyson Niebur | 2017-18 · 1.44 PPG | 0.600 | Wisconsin-River Falls | WIAC |
| Reese Heitzman | 2021-22 · 0.90 PPG | 0.963 | Saint Mary's (MN) | MIAC |
| Lauryn Hull | 2015-16 · 1.42 PPG | 0.607 | St. Scholastica | NCHA |
| Ari Smith | 2011-12 · 2.17 PPG | — | Elmira | UCHC |
| Kora Torkelson | 2013-14 · 1.33 PPG | 0.643 | Wisconsin-River Falls | 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.