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Sam Mugge Elite Prospects ↗

Position: Defense DOB: 1997-11-13 Country: USA

NCAA-W Projection

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NCAA Division I Women's

Projected PPG — WCHA-W

0.12

Developing (<0.25)

Base NCAAe-W PPG0.1222

Conf. Strength1.000

Year Adj (FR)×0.80

Confidencehigh

Seasons Used2

NCAA D3W

Projected PPG — Division Avg

0.28

Developing (<0.35)

Base D3e-W PPG0.2960

Conf. Strength1.000

Year Adj (FR)×0.80

Confidencehigh

Seasons Used2

D1W / D3W Likelihood

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
2011-12	Eveleth-Gilbert High (W)	USHS-MN-W	26	0	6	6	0.231	0.0349	0.0384
2012-13	Eveleth-Gilbert High (W)	USHS-MN-W	24	13	4	17	0.708	0.1070	0.1140
2013-14	Eveleth-Gilbert High (W)	USHS-MN-W	23	15	3	18	0.783	0.1182	0.1217
2014-15	River Lakes High (W)	USHS-MN-W	25	17	7	24	0.960	0.1450	0.1402
2015-16	River Lakes High (W)	USHS-MN-W	25	15	5	20	0.800	0.1208	0.1102

NCAAe-W = points/game translated to NCAA-W equivalent · COVID-flagged seasons in yellow

College Seasons

Season	School	Conference	Year	GP	G	A	Pts	PPG
2016-17	Wisconsin-Superior	WIAC	FR	11	0	0	0	0.000

Historical Comparables — NCAA D1W

Player	League · Season · PPG	FR College PPG	School
Taylor Flaherty	USHS-MN-W · 2012-13 · 0.76 PPG	0.000	North Dakota
Briana Jorde	USHS-MN-W · 2012-13 · 0.68 PPG	0.077	Bemidji State
Heidi Witt	USHS-MN-W · 2012-13 · 0.80 PPG	0.000	New Hampshire
Allison Roethke	USHS-MN-W · 2012-13 · 0.80 PPG	0.000	Quinnipiac
Cheyenne Harris	USHS-MN-W · 2012-13 · 0.64 PPG	0.324	Union

Historical Comparables — NCAA D3W

Player	Junior Season · PPG	FR College PPG	School	Conference
Anna Rausch	2024-25 · 0.86 PPG	0.312	St. Norbert	NCHA
Kate Elbrecht	2025-26 · 0.66 PPG	—	RPI	ECAC
Jess Eykyn	2023-24 · 1.88 PPG	0.136	Wisconsin-Eau Claire	WIAC
Tallulah Bryant	2022-23 · 1.00 PPG	0.273	Lake Forest	NCHA
Priscilla Orr	2015-16 · 0.67 PPG	—	Lebanon Valley	UCHC

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.