Minnesota Duluth
Set Commitment
NCAA Division I Women's
Projected PPG — WCHA-W
0.11
Developing (<0.25)
Base NCAAe-W PPG0.1232
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 PPG0.2570
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
D1W / D3W Likelihood
0%
NCAA D1W
5%
NCAA D3W
95%
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 | Crookston High | USHS-MN-W | 26 | 14 | 20 | 34 | 1.308 | 0.1975 | 0.2088 |
| 2023-24 | Crookston High | USHS-MN-W | 27 | 8 | 9 | 17 | 0.630 | 0.0951 | 0.0966 |
| 2024-25 | Shattuck St. Mary's 16U | NE-Prep-Girls | 40 | 10 | 16 | 26 | 0.650 | 0.2111 | 0.2082 |
| 2025-26 | Shattuck St. Mary's Prep | NE-Prep-Girls | 55 | 7 | 5 | 12 | 0.218 | 0.0709 | 0.0665 |
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 |
|---|---|---|---|
| Rose Rather | NE-Prep-Girls · 2012-13 · 0.20 PPG | 0.824 | Holy Cross |
| Sierra Smith | USHS-MN-W · 2012-13 · 0.40 PPG | 0.000 | Minnesota |
| Mallorie Iozzo | USHS-MN-W · 2012-13 · 0.50 PPG | 0.069 | Minnesota Duluth |
| Taylor Heise | USHS-MN-W · 2012-13 · 0.36 PPG | 0.897 | Minnesota |
| Laura Anderson | USHS-MN-W · 2012-13 · 0.34 PPG | 0.290 | Yale |
Historical Comparables — NCAA D3W
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Samantha Estes | 2013-14 · 0.36 PPG | 0.385 | Connecticut College | NESCAC |
| Sophie Grant | 2023-24 · 0.22 PPG | 0.654 | St. John Fisher | UCHC |
| Brynn Thoma | 2024-25 · 0.36 PPG | — | Concordia | MIAC |
| Gianna Kowalkoski | 2023-24 · 0.89 PPG | 0.167 | St. Olaf | MIAC |
| Grace Bailey | 2024-25 · 0.38 PPG | — | Gustavus Adolphus | 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.