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Ali Biagini Elite Prospects ↗

Position: Forward DOB: Unknown Country: USA

NCAA-W Projection

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NCAA Division I Women's

Projected PPG — WCHA-W

0.21

Developing (<0.25)

Base NCAAe-W PPG0.2502

Conf. Strength0.997

Year Adj (FR)×0.80

Confidencehigh

Seasons Used2

NCAA D3W

Projected PPG — Division Avg

0.49

Average (0.35–0.65)

Base D3e-W PPG0.5702

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
2010-11	Stillwater High (women)	USHS-MN-W	3	0	0	0	0.000	N/A	N/A
2011-12	Stillwater High (women)	USHS-MN-W	25	6	6	12	0.480	0.0725	0.0725
2012-13	Stillwater High (women)	USHS-MN-W	25	5	7	12	0.480	0.0725	0.0725
2013-14	Stillwater High (women)	USHS-MN-W	25	17	8	25	1.000	0.1510	0.1510

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
2017-18	Wisconsin-Stevens Point	WIAC	SR	27	10	11	21	0.778
2016-17	Wisconsin-Stevens Point	WIAC	JR	27	10	5	15	0.556
2015-16	Wisconsin-Stevens Point	WIAC	SO	27	10	8	18	0.667
2014-15	Wisconsin-Stevens Point	WIAC	FR	28	13	7	20	0.714

Historical Comparables — NCAA D1W

Player	League · Season · PPG	FR College PPG	School
Ivy Dynek	USHS-W · 2013-14 · 1.78 PPG	0.000	St. Cloud State
Katie Detert	USHS-W · 2012-13 · 1.80 PPG	0.000	St. Cloud State
Molly Strabley	NE-Prep-Girls · 2012-13 · 0.48 PPG	0.103	Princeton
Annie Roche	USHS-W · 2012-13 · 1.88 PPG	0.000	Colgate
Grace Zumwinkle	USHS-MN-W · 2012-13 · 1.08 PPG	1.000	Minnesota

Historical Comparables — NCAA D3W

Player	Junior Season · PPG	FR College PPG	School	Conference
Amber Meluzio	2024-25 · 0.79 PPG	0.464	Elmira	UCHC
Shelby Evans	2024-25 · 0.89 PPG	—	St. Scholastica	NCHA
Cara Cook	2022-23 · 1.12 PPG	0.333	Aurora	NCHA
Andrea Noss	2013-14 · 0.52 PPG	0.667	SUNY Oswego	SUNYAC
Diana Draayer	2013-14 · 0.68 PPG	0.538	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.