Based on 40 comparable players
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 | Northwood School | JWHL-U19 | 20 | 4 | 4 | 8 | 0.400 | 0.1552 | 0.1595 |
| 2023-24 | Northwood School | 19U-AAA-W | 72 | 14 | 10 | 24 | 0.333 | 0.1061 | 0.1052 |
| 2024-25 | Northwood School | NE-Prep-Girls | 70 | 22 | 24 | 46 | 0.657 | 0.2134 | 0.1935 |
| Season | School | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|
| 2025-26 | Long Island Univ. | CHA-W | FR | 33 | 0 | 4 | 4 | 0.121 |
| Player | League · Season · PPG | FR College PPG | School |
|---|---|---|---|
| Nicole Guagliardo | USHS-W · 2013-14 · 2.27 PPG | 0.156 | Mercyhurst |
| Joie Phelps | USHS-MN-W · 2013-14 · 1.26 PPG | 0.182 | Cornell |
| Sydney Brodt | USHS-MN-W · 2012-13 · 1.32 PPG | 0.600 | Minnesota Duluth |
| Jackie Pieper | USHS-MN-W · 2013-14 · 1.32 PPG | 0.324 | Merrimack |
| Kiki Radke | USHS-MN-W · 2013-14 · 1.24 PPG | 0.273 | Bemidji State |
| Player | Junior Season · PPG | FR College PPG | School | Conference |
|---|---|---|---|---|
| Malia Mckinnon | 2022-23 · 1.19 PPG | 0.346 | Bethel | MIAC |
| Ava Bullert | 2021-22 · 1.15 PPG | 0.350 | Wisconsin-Eau Claire | WIAC |
| Brynn Puppe | 2013-14 · 0.72 PPG | 0.560 | Williams | NESCAC |
| Andrea Westgaard | 2015-16 · 0.84 PPG | 0.480 | Johnson & Wales | NEHC |
| Jamie Byrne | 2016-17 · 1.68 PPG | 0.240 | 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.