Assumption
Set Commitment
NCAA Division I Women's
Projected PPG — WCHA-W
0.13
Developing (<0.25)
Base NCAAe-W PPG0.1536
Conf. Strength0.997
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
NCAA D3W
Projected PPG — Division Avg
0.32
Developing (<0.35)
Base D3e-W PPG0.3721
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
D1W / D3W Likelihood
18%
NCAA D1W
10%
NCAA D3W
72%
Club / Other
Based on 40 comparable players
Career Trajectory
Dashed = raw PPG · ■ Solid = age-adjusted NCAAe-W PPG · ■ Green = actual college PPG
Pre-College Seasons
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 |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Maple Grove High (W) | USHS-MN-W | 31 | 7 | 7 | 14 | 0.452 | 0.0682 | 0.0743 |
| 2024-25 | Maple Grove High (W) | USHS-MN-W | 28 | 8 | 15 | 23 | 0.821 | 0.1240 | 0.1303 |
| 2025-26 | Maple Grove High (W) | USHS-MN-W | 28 | 16 | 15 | 31 | 1.107 | 0.1672 | 0.1691 |
NCAAe-W = points/game translated to NCAA-W equivalent · COVID-flagged seasons in yellow
Historical Comparables — NCAA D1W
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| 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 |
| Sofia Poinar | USHS-MN-W · 2013-14 · 1.12 PPG | 0.028 | Minnesota State |
| Mallorie Iozzo | USHS-MN-W · 2013-14 · 1.12 PPG | 0.069 | Minnesota Duluth |
| Andrea Renner | USHS-W · 2013-14 · 2.00 PPG | 0.167 | Northeastern |
Historical Comparables — NCAA D3W
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Gracyn Knowles | 2022-23 · 0.74 PPG | 0.548 | Wisconsin-River Falls | WIAC |
| Claire Riestenberg | 2022-23 · 1.04 PPG | — | Wisconsin-Stevens Point | WIAC |
| Aubrey Hansen | 2023-24 · 1.03 PPG | — | Gustavus Adolphus | MIAC |
| Victoria Nelson | 2022-23 · 0.85 PPG | 0.480 | St. Scholastica | NCHA |
| Samantha Pool | 2022-23 · 0.50 PPG | 0.800 | 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.