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Mady Cipolla Elite Prospects ↗

Position: Forward DOB: 2004-03-02 Country: USA

NCAA-W Projection

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Detected conference: () — projections will update automatically.

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NCAA Division I Women's

Projected PPG — WCHA-W

0.22

Developing (<0.25)

Base NCAAe-W PPG0.2548

Conf. Strength0.997

Year Adj (FR)×0.80

Confidencehigh

Seasons Used2

NCAA D3W

Projected PPG — Division Avg

0.50

Average (0.35–0.65)

Base D3e-W PPG0.5863

Conf. Strength1.000

Year Adj (FR)×0.80

Confidencehigh

Seasons Used2

D1W / D3W Likelihood

NCAA D1W

NCAA D3W

98%

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).

Season	Team	League	GP	G	A	Pts	PPG	NCAAe-W PPG	Age-Adjusted
2018-19	Washington Pride 16U AAA	JWHL-U16	18	7	5	12	0.667	0.1501	0.1543
2019-20	Washington Pride 19U AAA	JWHL-U19	19	10	3	13	0.684	0.2655	0.2655
2021-22	Washington Pride 19U AAA	19U-AAA-W	57	46	20	66	1.158	0.3686	0.3627
2022-23	Philadelphia Jr Flyers 19U	19U-AAA-W	71	22	12	34	0.479	0.1524	0.1423

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
2025-26	Merrimack	HEA-W	SO	35	4	4	8	0.229
2023-24	Northeastern	HEA-W	FR	3	0	0	0	0.000

Historical Comparables — NCAA D1W

Player	League · Season · PPG	FR College PPG	School
Carly Bullock	USHS-MN-W · 2012-13 · 0.92 PPG	0.812	Princeton
Emily Antony	USHS-MN-W · 2012-13 · 0.92 PPG	0.444	Minnesota State
Vilma Tanskanen	SMLIIGA-W · 2012-13 · 0.35 PPG	0.182	North Dakota
Lydia Passolt	USHS-MN-W · 2012-13 · 0.89 PPG	0.095	Bemidji State
Ivy Dynek	USHS-W · 2013-14 · 1.78 PPG	0.000	St. Cloud State

Historical Comparables — NCAA D3W

Player	Junior Season · PPG	FR College PPG	School	Conference
Abigail Roeser	2015-16 · 0.88 PPG	0.393	Wisconsin-Eau Claire	WIAC
Jordan Trapp	2014-15 · 0.67 PPG	0.517	Lake Forest	NCHA
Riley Andzel	2021-22 · 0.62 PPG	0.560	Canton	SUNYAC
Emily Cronkhite	2017-18 · 0.58 PPG	0.600	Augsburg	MIAC
Karly Aguirre	2017-18 · 0.36 PPG	0.962	Stevenson	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.