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 | 7 | 7 | 14 | 0.483 | 0.1725 | 0.1725 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | Brown | ECAC-W | SO | 34 | 0 | 2 | 2 | 0.059 |
| 2024-25 | Brown | ECAC-W | FR | 30 | 3 | 0 | 3 | 0.100 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Gabbie Hughes | USHS-MN-W · 2013-14 · 1.16 PPG | 1.121 | Minnesota Duluth |
| Laura Anderson | USHS-MN-W · 2013-14 · 1.16 PPG | 0.290 | Yale |
| Andrea Renner | USHS-W · 2013-14 · 2.00 PPG | 0.167 | Northeastern |
| Liz Schepers | USHS-MN-W · 2012-13 · 1.12 PPG | 0.410 | Ohio State |
| Paige Beebe | USHS-MN-W · 2013-14 · 1.12 PPG | 0.472 | Bemidji State |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Avery Engbrecht | 2023-24 · 1.27 PPG | 0.370 | Wisconsin-Stevens Point | WIAC |
| Hailey Adair | 2010-11 · 0.76 PPG | 0.630 | Wisconsin-Superior | WIAC |
| Kelly Matthews | 2015-16 · 1.44 PPG | 0.333 | Elmira | UCHC |
| Molly Shelton | 2015-16 · 0.92 PPG | 0.519 | Wisconsin-Superior | WIAC |
| Julia Pias | 2016-17 · 0.92 PPG | 0.522 | Saint Benedict | MIAC |
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.