Based on 36 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 |
|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Kiekko-Espoo | SMLIIGA-W | 9 | 3 | 4 | 7 | 0.778 | 0.3025 | 0.3025 |
| 2012-13 | Kiekko-Espoo | SMLIIGA-W | 20 | 14 | 11 | 25 | 1.250 | 0.4861 | 0.4861 |
| 2013-14 | Kiekko-Espoo | SMLIIGA-W | 25 | 24 | 30 | 54 | 2.160 | 0.8400 | 0.8400 |
| 2014-15 | Kiekko-Espoo | SMLIIGA-W | 12 | 9 | 16 | 25 | 2.083 | 0.8102 | 0.8102 |
| 2015-16 | Kiekko-Espoo | SMLIIGA-W | 20 | 28 | 26 | 54 | 2.700 | 1.0500 | 1.0500 |
| 2020-21 | Kiekko-Espoo | SMLIIGA-W | 6 | 7 | 5 | 12 | 2.000 | 0.7778 | 0.7778 |
| 2022-23 | Buffalo Beauts | PHF | 24 | 4 | 6 | 10 | 0.417 | N/A | N/A |
| 2023-24 | Kiekko-Espoo | SMLIIGA-W | 31 | 28 | 35 | 63 | 2.032 | 0.7904 | 0.5830 |
| 2024-25 | Kiekko-Espoo | SMLIIGA-W | 30 | 27 | 38 | 65 | 2.167 | 0.8426 | 0.5868 |
| 2025-26 | Kiekko-Espoo | SMLIIGA-W | 28 | 27 | 36 | 63 | 2.250 | 0.8750 | 0.5653 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2019-20 | Mercyhurst | CHA-W | SR | 34 | 21 | 19 | 40 | 1.177 |
| 2018-19 | Mercyhurst | CHA-W | JR | 30 | 16 | 12 | 28 | 0.933 |
| 2017-18 | Mercyhurst | CHA-W | SO | 23 | 8 | 5 | 13 | 0.565 |
| 2016-17 | North Dakota | — | FR | 34 | 10 | 9 | 19 | 0.559 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Saana Valkama | SMLIIGA-W · 2012-13 · 1.43 PPG | 0.314 | Vermont |
| 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 |
| Brooke Avery | NE-Prep-Girls · 2012-13 · 2.00 PPG | 0.062 | New Hampshire |
| Jessie Aney | USHS-MN-W · 2012-13 · 3.17 PPG | 0.267 | UConn |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Madi Nolan | 2015-16 · 1.52 PPG | 0.826 | Wisconsin-River Falls | WIAC |
| Erica Power | 2012-13 · 1.21 PPG | 1.038 | Gustavus Adolphus | MIAC |
| Courtney Wittig | 2012-13 · 1.83 PPG | 0.692 | Wisconsin-Eau Claire | WIAC |
| Ashlyn Abrahamson | 2021-22 · 1.35 PPG | 0.923 | Hamline | MIAC |
| Celena Rea | 2017-18 · 1.46 PPG | 0.870 | Nazareth | UCHC |
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.