← Women's Search ↗ Social Card

Shelby Laidlaw Elite Prospects ↗

Position: Forward DOB: 2005-12-07 Country: Canada
NCAA-W Projection
No commitment set

Set Commitment

NCAA Division I Women's

Projected PPG — WCHA-W
0.20
Developing (<0.25)
Base NCAAe-W PPG0.2369
Conf. Strength0.997
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2

NCAA D3W

Projected PPG — Division Avg
0.54
Average (0.35–0.65)
Base D3e-W PPG0.6274
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used2

D1W / D3W Likelihood

15%
NCAA D1W
0%
NCAA D3W
85%
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
2021-22 London Devilettes OWHL-U22 27 5 9 14 0.518 0.1816 0.1816
2022-23 London Devilettes OWHL-U22 35 12 14 26 0.743 0.2602 0.2602
NCAAe-W = points/game translated to NCAA-W equivalent  ·  COVID-flagged seasons in yellow

College Seasons

SeasonSchoolConferenceYear GPGAPtsPPG
2025-26 Clarkson ECAC-W JR 35 5 5 10 0.286
2024-25 Clarkson ECAC-W SO 40 4 6 10 0.250
2023-24 Clarkson ECAC-W FR 38 1 5 6 0.158

Historical Comparables — NCAA D1W

PlayerLeague · Season · PPG FR College PPGSchool
Emily Gunderson USHS-MN-W · 2012-13 · 1.71 PPG 0.171 Lindenwood
Mariah Gardner USHS-MN-W · 2013-14 · 1.74 PPG 0.071 Minnesota State
Amy Petersen USHS-MN-W · 2012-13 · 1.92 PPG 0.784 Penn State
Paige Voight USHS-MN-W · 2013-14 · 1.76 PPG 0.559 Merrimack
Charly Dalhquist USHS-MN-W · 2012-13 · 1.68 PPG 0.241 North Dakota

Historical Comparables — NCAA D3W

PlayerJunior Season · PPG FR College PPGSchoolConference
Ashley Wagenbach 2021-22 · 1.48 PPG 0.636 Wisconsin-Eau Claire WIAC
Kathryn Larson 2010-11 · 0.88 PPG 1.077 Bethel MIAC
Paige Loidolt 2021-22 · 1.24 PPG 0.760 St. Catherine MIAC
Emily Martino 2014-15 · 1.20 PPG 0.786 William Smith NEHC
Alyson Niebur 2016-17 · 1.56 PPG 0.600 Wisconsin-River Falls WIAC

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.