Union
Set Commitment
NCAA Division I Women's
Projected PPG — ECAC-W
0.38
Average (0.25–0.45)
Base NCAAe-W PPG0.4459
Conf. Strength1.010
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
NCAA D3W
Projected PPG — Division Avg
1.02
Elite (1.00+)
Base D3e-W PPG1.1927
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
D1W / D3W Likelihood
50%
NCAA D1W
2%
NCAA D3W
48%
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 | — | 16U-AAA-W | 23 | 21 | 2 | 23 | 1.000 | 0.3551 | 0.3551 |
| 2024-25 | — | 16U-AAA-W | 29 | 16 | 8 | 24 | 0.828 | 0.2939 | 0.2939 |
| 2025-26 | — | 19U-AAA-W | 45 | 42 | 18 | 60 | 1.333 | 0.5473 | 0.5473 |
NCAAe-W = points/game translated to NCAA-W equivalent · COVID-flagged seasons in yellow
College Seasons
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2026-27 | Union | ECAC-W | FR | 0 | 0 | 0 | 0 | 0.000 |
Historical Comparables — NCAA D1W
| 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 |
| Emma Nuutinen | SMLIIGA-W · 2012-13 · 1.25 PPG | 0.559 | North Dakota |
| Jessie Aney | USHS-MN-W · 2012-13 · 3.17 PPG | 0.267 | UConn |
Historical Comparables — NCAA D3W
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Celia Midtbo | 2022-23 · 1.73 PPG | 0.840 | Saint Mary's (MN) | MIAC |
| Jessica Bird | 2016-17 · 2.88 PPG | 0.500 | Wisconsin-River Falls | WIAC |
| Brianna Breiland | 2010-11 · 2.28 PPG | 0.633 | Wisconsin-River Falls | WIAC |
| Madi Nolan | 2016-17 · 1.75 PPG | 0.826 | Wisconsin-River Falls | WIAC |
| Amber Tilander | 2015-16 · 2.21 PPG | 0.655 | St. Scholastica | NCHA |
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.