Williams
Set Commitment
NCAA Division I Women's
Projected PPG — WCHA-W
0.09
Developing (<0.25)
Base NCAAe-W PPG0.1057
Conf. Strength0.997
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
NCAA D3W
Projected PPG — Division Avg
0.22
Developing (<0.35)
Base D3e-W PPG0.2561
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
D1W / D3W Likelihood
0%
NCAA D1W
10%
NCAA D3W
90%
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 |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Metro-South Phoenix | USHS-MN-W | 25 | 14 | 13 | 27 | 1.080 | 0.1631 | 0.1735 |
| 2023-24 | Metro-South Phoenix | USHS-MN-W | 26 | 19 | 6 | 25 | 0.962 | 0.1452 | 0.1484 |
| 2024-25 | Blake School (W) | USHS-MN-W | 27 | 13 | 13 | 26 | 0.963 | 0.1454 | 0.1430 |
| 2025-26 | Blake School (W) | USHS-MN-W | 30 | 3 | 14 | 17 | 0.567 | 0.0856 | 0.0808 |
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 |
|---|---|---|---|
| Sierra Semmel | NE-Prep-Girls · 2012-13 · 0.26 PPG | 0.000 | Maine |
| Mallorie Iozzo | USHS-MN-W · 2012-13 · 0.50 PPG | 0.069 | Minnesota Duluth |
| Liz Trautz | USHS-MN-W · 2012-13 · 0.60 PPG | 0.094 | Colgate |
| Rebecca Lindblad | USHS-W · 2012-13 · 1.08 PPG | 0.057 | UConn |
| Madison Oelkers | USHS-MN-W · 2012-13 · 0.61 PPG | 0.257 | Minnesota State |
Historical Comparables — NCAA D3W
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Maja Wessling | 2014-15 · 0.46 PPG | — | Wisconsin-River Falls | WIAC |
| Alexis Oliveira | 2024-25 · 0.31 PPG | 0.609 | Alvernia | MAC |
| Isabella Brady | 2024-25 · 0.58 PPG | 0.320 | St. Catherine | MIAC |
| Maddie Tinkle | 2023-24 · 0.46 PPG | — | Bethel | MIAC |
| Amelia McQuay | 2024-25 · 0.43 PPG | 0.423 | Bethel | 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.