Hamline
Set Commitment
NCAA Division I Women's
Projected PPG — WCHA-W
0.18
Developing (<0.25)
Base NCAAe-W PPG0.2057
Conf. Strength0.997
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
NCAA D3W
Projected PPG — Division Avg
0.43
Average (0.35–0.65)
Base D3e-W PPG0.4984
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2
D1W / D3W Likelihood
22%
NCAA D1W
15%
NCAA D3W
62%
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 | Duluth High (W) | USHS-MN-W | 25 | 7 | 17 | 24 | 0.960 | 0.1450 | 0.1563 |
| 2023-24 | Duluth High (W) | USHS-MN-W | 26 | 17 | 20 | 37 | 1.423 | 0.2149 | 0.2227 |
| 2024-25 | Duluth High (W) | USHS-MN-W | 26 | 9 | 22 | 31 | 1.192 | 0.1800 | 0.1796 |
| 2025-26 | Duluth High (W) | USHS-MN-W | 24 | 18 | 19 | 37 | 1.542 | 0.2328 | 0.2231 |
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 |
|---|---|---|---|
| Danielle Marmer | 19U-AAA-W · 2012-13 · 0.70 PPG | 0.108 | Quinnipiac |
| Aly Tremblay | USHS-W · 2012-13 · 2.61 PPG | 0.030 | RPI |
| Jacqueline Kaasa | USHS-MN-W · 2013-14 · 1.46 PPG | 0.143 | Bemidji State |
| Lindsay Roethke | USHS-MN-W · 2013-14 · 1.52 PPG | 0.027 | UConn |
| Nicole Guagliardo | USHS-W · 2012-13 · 2.54 PPG | 0.156 | Mercyhurst |
Historical Comparables — NCAA D3W
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Avery Engbrecht | 2022-23 · 1.44 PPG | 0.370 | Wisconsin-Stevens Point | WIAC |
| Mollie Koch | 2023-24 · 1.36 PPG | — | Saint Mary's | MIAC |
| Rylan Kissel | 2023-24 · 0.96 PPG | 0.577 | Bethel | MIAC |
| Makenna Kadrlik | 2022-23 · 1.46 PPG | 0.375 | Wisconsin-River Falls | WIAC |
| Daelyn Williams | 2023-24 · 1.00 PPG | 0.545 | Salem State | MASCAC |
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.