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Shelby Sandberg Elite Prospects ↗

Position: Forward DOB: 2005-06-15 Country: USA
NCAA-W Projection
No commitment set

Set Commitment

NCAA Division I Women's

Projected PPG — WCHA-W
0.17
Developing (<0.25)
Base NCAAe-W PPG0.1929
Conf. Strength0.997
Year Adj (FR)×0.80
Confidencehigh
Seasons Used1

NCAA D3W

Projected PPG — Division Avg
0.38
Average (0.35–0.65)
Base D3e-W PPG0.4451
Conf. Strength1.000
Year Adj (FR)×0.80
Confidencehigh
Seasons Used1

D1W / D3W Likelihood

8%
NCAA D1W
0%
NCAA D3W
92%
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
2019-20 Blaine High USHS-MN-W 25 6 4 10 0.400 0.0604 0.0604
2020-21 Blaine High USHS-MN-W 19 7 7 14 0.737 0.1113 0.1113
2021-22 Blaine High USHS-MN-W 27 16 20 36 1.333 0.2013 0.2013
NCAAe-W = points/game translated to NCAA-W equivalent  ·  COVID-flagged seasons in yellow

College Seasons

SeasonSchoolConferenceYear GPGAPtsPPG
2025-26 Bemidji State CHA-W JR 36 4 5 9 0.250
2024-25 Bemidji State CHA-W SO 37 2 3 5 0.135
2023-24 Bemidji State CHA-W FR 21 0 1 1 0.048

Historical Comparables — NCAA D1W

PlayerLeague · Season · PPG FR College PPGSchool
Natalie Snodgrass USHS-MN-W · 2013-14 · 1.33 PPG 1.000 UConn
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
Sylvia Marolt USHS-MN-W · 2013-14 · 1.35 PPG 0.000 Bemidji State
Casey Leveillee NE-Prep-Girls · 2012-13 · 0.63 PPG 0.265 Vermont

Historical Comparables — NCAA D3W

PlayerJunior Season · PPG FR College PPGSchoolConference
Avery Engbrecht 2023-24 · 1.27 PPG 0.370 Wisconsin-Stevens Point WIAC
Gracyn Knowles 2024-25 · 0.92 PPG 0.548 Wisconsin-River Falls WIAC
Brittany Foster 2017-18 · 1.22 PPG William Smith NEHC
Emme Nelson 2017-18 · 0.73 PPG 0.667 Hamline MIAC
Natasha Steinle 2015-16 · 0.67 PPG 0.731 Buffalo State SUNYAC

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.