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Emily MacAulay Elite Prospects ↗

Position: Forward DOB: 2009-06-01 Country: USA Height: 5'5" (165 cm)
NCAA-W Projection
Clarkson
Verbal ECAC-W D1W

Set Commitment

NCAA Division I Women's

Projected PPG — WCHA-W
0.11
Developing (<0.25)
Base NCAAe-W PPG0.1318
Conf. Strength0.997
Year Adj (FR)×0.80
Confidencemedium
Seasons Used2

NCAA D3W

Projected PPG — Division Avg
0.31
Developing (<0.35)
Base D3e-W PPG0.3661
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencemedium
Seasons Used2

D1W / D3W Likelihood

10%
NCAA D1W
12%
NCAA D3W
78%
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).

SeasonTeamLeagueGP GAPtsPPG NCAAe-W PPGAge-Adjusted
2024-25 16U-AAA-W 26 3 3 6 0.231 0.0824 0.0824
2025-26 16U-AAA-W 26 8 4 12 0.462 0.1648 0.1648
NCAAe-W = points/game translated to NCAA-W equivalent  ·  COVID-flagged seasons in yellow

Historical Comparables — NCAA D1W

PlayerLeague · Season · PPG FR College PPGSchool
Ivy Dynek USHS-W · 2012-13 · 1.92 PPG 0.000 St. Cloud State
Grace Zumwinkle USHS-MN-W · 2012-13 · 1.08 PPG 1.000 Minnesota
Jordan Chancellor USHS-MN-W · 2012-13 · 1.08 PPG 0.517 Yale
Jessica Bonfe USHS-MN-W · 2013-14 · 1.08 PPG 0.206 Merrimack
Paetyn Levis USHS-MN-W · 2013-14 · 1.08 PPG 0.176 Ohio State

Historical Comparables — NCAA D3W

PlayerJunior Season · PPG FR College PPGSchoolConference
Kylie Scott 2022-23 · 1.04 PPG 0.440 Gustavus Adolphus MIAC
Avery Engbrecht 2023-24 · 1.27 PPG 0.370 Wisconsin-Stevens Point WIAC
Olivia Martin 2024-25 · 0.92 PPG 0.500 Bethel MIAC
Gracyn Schipper 2024-25 · 1.38 PPG 0.333 Wisconsin-Eau Claire WIAC
Sophia Zebro 2016-17 · 1.32 PPG 0.346 Saint Mary's 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.