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Player impact · Forwards · 2026-27 · updated Oct 10, 2026

The best forwards, on everything they do.

Goals added per game over a replacement-level player, the kind of call-up any team can find. Points are part of it; so is everything else a player does with the puck and without it.

367 forwards with 3+ games · ranked per game

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5v5 offensePower play5v5 defenseOver replacementPenalty killPenaltiesFinishing + faceoffs

#	Player	Team	GP	TOI/G	G-A	Per game	Season
1	Connor McDavid	EDM	4	22.6	3-9	+0.26	+1.03
2	Leon Draisaitl	EDM	4	20.4	3-6	+0.21	+0.85
3	Nathan MacKinnon	COL	4	18.7	3-5	+0.20	+0.82
4	Alex DeBrincat	DET	4	18.4	2-3	+0.20	+0.78
5	Brandon Hagel	TBL	4	20.5	1-3	+0.20	+0.78
6	Nikita Kucherov	TBL	4	20.6	1-5	+0.18	+0.73
7	Jason Robertson	DAL	4	17.1	2-1	+0.18	+0.73
8	Sebastian Aho	CAR	5	19.4	4-4	+0.18	+0.90
9	Luke Evangelista	NJD	3	17.3	2-1	+0.18	+0.54
10	Adam Fantilli	CBJ	3	20.0	1-0	+0.18	+0.53
11	Auston Matthews	TOR	5	20.7	2-4	+0.18	+0.88
12	Mark Stone	VGK	5	18.2	3-2	+0.17	+0.86
13	Jack Eichel	VGK	5	19.6	3-9	+0.17	+0.86
14	Kirill Kaprizov	MIN	4	20.8	3-1	+0.17	+0.67
15	Brady Tkachuk	FLA	4	17.2	0-0	+0.17	+0.67
16	Mitch Marner	VGK	5	20.0	1-2	+0.17	+0.83
17	Steven Stamkos	NSH	4	18.9	3-3	+0.17	+0.66
18	Mikko Rantanen	DAL	4	19.0	2-4	+0.16	+0.65
19	Alexis Lafrenière	NYR	6	18.1	4-2	+0.16	+0.97
20	Nick Suzuki	MTL	4	19.5	3-4	+0.16	+0.64
21	Robert Thomas	STL	4	19.5	0-0	+0.16	+0.64
22	Matthew Tkachuk	FLA	4	21.8	2-1	+0.16	+0.63
23	Dylan Cozens	OTT	4	18.2	0-0	+0.16	+0.63
24	Zach Benson	BUF	4	19.1	0-1	+0.16	+0.63
25	Andrei Svechnikov	CAR	5	17.2	3-3	+0.15	+0.75
26	Quinton Byfield	LAK	3	20.1	1-1	+0.15	+0.45
27	Clayton Keller	UTA	5	17.8	1-6	+0.15	+0.74
28	Martin Necas	COL	4	18.9	2-2	+0.15	+0.59
29	Leo Carlsson	ANA	4	18.3	1-6	+0.15	+0.59
30	Nick Schmaltz	UTA	5	18.2	5-2	+0.14	+0.72
31	Artemi Panarin	LAK	3	20.1	2-1	+0.14	+0.43
32	Kyle Connor	WPG	5	20.3	6-2	+0.14	+0.71
33	Pavel Dorofeyev	NYR	6	16.3	1-2	+0.14	+0.84
34	Tom Wilson	WSH	4	17.8	2-3	+0.14	+0.56
35	Roope Hintz	DAL	4	15.1	1-2	+0.14	+0.56
36	Cole Caufield	MTL	4	18.4	2-0	+0.14	+0.56
37	Beckett Sennecke	ANA	4	19.2	3-3	+0.14	+0.55
38	Valeri Nichushkin	CBJ	3	16.2	0-1	+0.14	+0.41
39	Jesper Bratt	NJD	3	17.3	0-2	+0.14	+0.41
40	Artturi Lehkonen	COL	4	18.2	3-1	+0.13	+0.53
41	Nico Hischier	NJD	3	19.3	0-0	+0.13	+0.40
42	Tomas Hertl	VGK	5	15.6	3-2	+0.13	+0.65
43	Cole Perfetti	WPG	5	18.0	3-3	+0.13	+0.65
44	Jackson Blake	CAR	5	18.2	0-5	+0.13	+0.65
45	Brock Nelson	COL	4	16.6	1-3	+0.13	+0.52
46	Mackie Samoskevich	SEA	4	14.9	3-0	+0.13	+0.52
47	Arseny Gritsyuk	NJD	3	15.0	0-0	+0.13	+0.39
48	Claude Giroux	OTT	4	16.5	0-3	+0.13	+0.51
49	Sam Reinhart	FLA	4	21.4	0-0	+0.13	+0.51
50	Pontus Holmberg	TBL	4	14.1	1-1	+0.13	+0.51

Show all 367 ranked forwards ↓

#	Player	Team	GP	TOI/G	G-A	Per game	Season
51	Gage Goncalves	TBL	4	14.9	0-0	+0.13	+0.51
52	Wyatt Johnston	DAL	4	18.8	0-4	+0.13	+0.51
53	Jack Hughes	NJD	3	21.4	1-1	+0.13	+0.38
54	Ivan Barbashev	VGK	5	14.9	0-4	+0.13	+0.63
55	J.T. Miller	NYR	6	16.7	1-2	+0.13	+0.75
56	Ryan O'Reilly	NSH	4	21.1	1-2	+0.13	+0.50
57	Bo Horvat	NYI	4	18.2	4-1	+0.13	+0.50
58	Shane Pinto	OTT	4	18.7	0-3	+0.13	+0.50
59	William Carrier	CAR	5	11.2	0-3	+0.12	+0.62
60	Logan Stankoven	CAR	5	18.0	4-0	+0.12	+0.62
61	Mika Zibanejad	NYR	6	19.4	1-4	+0.12	+0.73
62	Owen Tippett	PHI	5	15.4	1-0	+0.12	+0.61
63	Barrett Hayton	UTA	5	13.3	0-2	+0.12	+0.61
64	Ville Koivunen	PIT	4	13.5	1-1	+0.12	+0.49
65	Evgeni Malkin	PIT	5	16.4	3-2	+0.12	+0.60
66	Mikael Granlund	ANA	4	18.2	2-3	+0.12	+0.48
67	Filip Forsberg	NSH	4	19.5	0-4	+0.12	+0.48
68	Jake Guentzel	TBL	4	20.0	1-3	+0.12	+0.48
69	Charlie Coyle	CBJ	3	19.2	0-3	+0.12	+0.36
70	Timo Meier	NJD	3	17.2	0-1	+0.12	+0.36
71	Tyler Bertuzzi	CHI	5	17.2	1-1	+0.12	+0.59
72	Anthony Cirelli	TBL	4	17.0	1-0	+0.12	+0.47
73	Anton Lundell	FLA	4	18.5	0-1	+0.12	+0.47
74	Josh Doan	BUF	4	16.4	0-0	+0.12	+0.47
75	Brett Howden	VGK	5	15.6	1-1	+0.12	+0.58
76	Logan Cooley	UTA	5	17.7	0-4	+0.12	+0.58
77	Victor Olofsson	VGK	4	13.1	4-1	+0.12	+0.46
78	Sam Steel	DAL	4	14.4	1-1	+0.12	+0.46
79	Eetu Luostarinen	FLA	4	15.2	2-0	+0.12	+0.46
80	Dylan Holloway	STL	4	16.8	0-0	+0.12	+0.46
81	Tim Stützle	OTT	4	20.4	3-3	+0.12	+0.46
82	David Pastrnak	BOS	5	18.8	2-4	+0.11	+0.57
83	Jordan Kyrou	WSH	4	12.3	0-1	+0.11	+0.45
84	Drake Batherson	OTT	4	16.3	2-1	+0.11	+0.45
85	Vasily Podkolzin	EDM	4	18.0	4-2	+0.11	+0.45
86	Lucas Raymond	DET	4	19.3	0-4	+0.11	+0.45
87	Jack Quinn	BUF	4	19.7	2-0	+0.11	+0.45
88	Sidney Crosby	PIT	5	18.0	0-2	+0.11	+0.56
89	Sean Couturier	PHI	5	15.8	0-2	+0.11	+0.56
90	Rickard Rakell	PIT	5	18.4	0-2	+0.11	+0.56
91	Jared McCann	SEA	5	14.8	1-5	+0.11	+0.56
92	Jordan Eberle	SEA	5	15.7	2-2	+0.11	+0.55
93	Mark Scheifele	WPG	5	20.0	0-3	+0.11	+0.55
94	Peyton Krebs	BUF	4	14.9	0-2	+0.11	+0.44
95	Matt Boldy	MIN	4	20.5	0-0	+0.11	+0.44
96	Jimmy Snuggerud	STL	4	17.1	1-1	+0.11	+0.44
97	Mathieu Olivier	CBJ	3	15.4	2-0	+0.11	+0.33
98	Trevor Moore	LAK	3	15.6	1-0	+0.11	+0.33
99	Anders Lee	UTA	5	13.0	1-2	+0.11	+0.54
100	Jack McBain	UTA	5	12.9	1-0	+0.11	+0.54
101	Blake Coleman	MIN	4	14.8	2-1	+0.11	+0.43
102	Ross Colton	NSH	4	13.0	0-1	+0.11	+0.43
103	Josh Norris	BUF	4	16.0	0-1	+0.11	+0.43
104	Justin Hryckowian	DAL	4	15.6	0-0	+0.11	+0.43
105	Mats Zuccarello	LAK	3	17.4	0-1	+0.11	+0.32
106	Evan Rodrigues	NJD	3	16.1	0-0	+0.11	+0.32
107	Tommy Novak	PIT	5	14.7	3-2	+0.11	+0.53
108	Casey Mittelstadt	BOS	5	13.8	1-0	+0.11	+0.53
109	Hendrix Lapierre	PIT	5	11.9	1-2	+0.11	+0.53
110	Carter Verhaeghe	FLA	4	18.2	1-1	+0.10	+0.42
111	Matias Maccelli	NYI	4	14.5	0-2	+0.10	+0.42
112	Mavrik Bourque	NSH	4	16.0	0-1	+0.10	+0.42
113	Zachary Bolduc	MTL	4	12.9	3-0	+0.10	+0.42
114	Nikolaj Ehlers	CAR	5	15.6	0-2	+0.10	+0.52
115	Trevor Zegras	PHI	5	18.1	0-2	+0.10	+0.52
116	Tyson Foerster	PHI	5	17.4	1-0	+0.10	+0.52
117	Dylan Guenther	UTA	5	16.3	3-3	+0.10	+0.52
118	Elias Pettersson	VAN	5	19.2	2-6	+0.10	+0.51
119	Kirill Marchenko	TOR	5	18.6	1-3	+0.10	+0.51
120	Nazem Kadri	COL	4	17.8	0-3	+0.10	+0.41
121	Michael Carcone	UTA	5	12.5	1-1	+0.10	+0.50
122	Linus Karlsson	VAN	5	14.6	0-4	+0.10	+0.50
123	Justin Sourdif	WSH	4	13.2	1-0	+0.10	+0.40
124	Danton Heinen	CBJ	3	11.7	0-0	+0.10	+0.30
125	Jordan Martinook	CAR	5	14.6	0-0	+0.10	+0.49
126	Alex Killorn	ANA	4	13.9	1-0	+0.10	+0.39
127	Alexander Wennberg	SJS	4	19.5	0-1	+0.10	+0.39
128	Viktor Arvidsson	DET	4	17.5	3-1	+0.10	+0.39
129	A.J. Greer	ANA	4	12.1	0-1	+0.10	+0.39
130	Fabian Zetterlund	OTT	4	14.2	0-2	+0.10	+0.39
131	Scott Laughton	LAK	3	13.8	0-0	+0.10	+0.29
132	Sean Monahan	CBJ	3	16.2	1-0	+0.10	+0.29
133	Alex Laferriere	LAK	3	16.4	1-2	+0.10	+0.29
134	Boone Jenner	WSH	4	15.2	1-1	+0.10	+0.38
135	Michael Amadio	OTT	4	16.2	2-1	+0.10	+0.38
136	Tage Thompson	BUF	4	19.8	2-2	+0.10	+0.38
137	Ryan McLeod	BUF	4	14.9	0-1	+0.10	+0.38
138	Lawson Crouse	UTA	5	14.4	1-1	+0.09	+0.47
139	Sean Kuraly	BOS	3	11.3	0-0	+0.09	+0.28
140	Sam Bennett	FLA	4	20.1	0-3	+0.09	+0.37
141	William Eklund	OTT	4	13.7	1-1	+0.09	+0.37
142	Ben Kindel	PIT	4	16.5	2-2	+0.09	+0.37
143	Cole Smith	CHI	5	14.5	1-0	+0.09	+0.45
144	Joel Eriksson Ek	MIN	4	19.2	0-1	+0.09	+0.36
145	Mason Marchment	SJS	4	16.1	1-0	+0.09	+0.36
146	Kiefer Sherwood	SJS	4	14.7	1-0	+0.09	+0.36
147	Cole Sillinger	CBJ	3	15.0	1-2	+0.09	+0.27
148	Taylor Hall	CAR	5	14.1	2-2	+0.09	+0.44
149	Noah Cates	PHI	5	12.2	0-0	+0.09	+0.44
150	Nicolas Roy	COL	4	12.8	2-1	+0.09	+0.35
151	Parker Kelly	COL	4	13.2	1-4	+0.09	+0.35
152	Noah Ostlund	BUF	4	17.7	1-2	+0.09	+0.35
153	Emmitt Finnie	DET	4	15.8	1-0	+0.09	+0.35
154	Jake DeBrusk	VAN	3	16.1	2-1	+0.09	+0.26
155	Shane Wright	SEA	5	14.3	2-1	+0.09	+0.43
156	Easton Cowan	TOR	5	13.8	2-2	+0.09	+0.43
157	Gabriel Landeskog	COL	4	15.3	1-1	+0.09	+0.34
158	Alexander Kerfoot	NSH	4	15.8	1-2	+0.09	+0.34
159	Pius Suter	STL	4	13.7	1-1	+0.09	+0.34
160	Patrick Kane	CHI	5	19.1	1-1	+0.08	+0.42
161	Jack Roslovic	TOR	5	16.4	2-2	+0.08	+0.42
162	Mason McTavish	STL	4	15.0	2-1	+0.08	+0.33
163	Dawson Mercer	NJD	3	14.1	0-0	+0.08	+0.25
164	John Tavares	TOR	5	16.0	1-2	+0.08	+0.41
165	Mark Jankowski	CAR	5	13.0	2-1	+0.08	+0.41
166	Noel Acciari	PHI	5	14.6	0-0	+0.08	+0.41
167	Vincent Trocheck	UTA	5	16.6	1-1	+0.08	+0.40
168	Berkly Catton	SEA	5	15.3	2-2	+0.08	+0.40
169	Marcus Foligno	MIN	4	11.9	0-0	+0.08	+0.32
170	Jaden Schwartz	COL	4	13.6	3-3	+0.08	+0.32
171	Jack Drury	NSH	4	14.5	0-1	+0.08	+0.32
172	Jake Neighbours	STL	4	13.9	0-0	+0.08	+0.32
173	Danila Yurov	MIN	4	12.6	1-1	+0.08	+0.32
174	Collin Graf	SJS	4	15.1	1-0	+0.08	+0.32
175	Dmitri Voronkov	CBJ	3	12.1	0-1	+0.08	+0.24
176	Colton Sissons	TOR	5	13.7	1-0	+0.08	+0.39
177	Ondrej Palat	NYI	4	11.6	1-0	+0.08	+0.31
178	Jake Evans	MTL	4	13.4	0-0	+0.08	+0.31
179	Jeffrey Viel	TBL	4	8.7	0-0	+0.08	+0.31
180	Colton Dach	EDM	3	12.9	0-0	+0.08	+0.23
181	Morgan Barron	WPG	5	15.3	0-1	+0.08	+0.38
182	Bobby McMann	SEA	5	16.0	2-0	+0.08	+0.38
183	Pavel Buchnevich	STL	4	17.2	0-1	+0.07	+0.30
184	Pierre-Luc Dubois	WSH	4	15.6	1-3	+0.07	+0.30
185	Morgan Frost	CGY	4	15.7	1-0	+0.07	+0.30
186	Aliaksei Protas	WSH	4	15.5	0-1	+0.07	+0.30
187	Matt Coronato	CGY	4	16.9	1-0	+0.07	+0.30
188	Fedor Svechkov	COL	4	13.8	1-2	+0.07	+0.30
189	Jordan Staal	CAR	5	15.6	0-0	+0.07	+0.37
190	Gabriel Vilardi	WPG	5	15.5	0-2	+0.07	+0.37
191	Matvei Michkov	PHI	5	15.0	2-0	+0.07	+0.37
192	Alex Turcotte	LAK	3	14.0	0-1	+0.07	+0.22
193	Gabe Perreault	NYR	6	15.0	2-2	+0.07	+0.43
194	Jordan Greenway	CHI	5	14.3	1-0	+0.07	+0.36
195	Egor Chinakhov	PIT	5	15.3	1-1	+0.07	+0.36
196	Ryan Winterton	SEA	5	13.8	0-3	+0.07	+0.36
197	Fraser Minten	BOS	5	14.8	1-1	+0.07	+0.36
198	Jamie Benn	DAL	4	12.5	1-1	+0.07	+0.29
199	Casey Cizikas	NYI	4	12.7	1-1	+0.07	+0.29
200	Oskar Bäck	DAL	4	11.8	0-1	+0.07	+0.29
201	Jeff Malott	ANA	4	9.1	1-2	+0.07	+0.29
202	Christian Dvorak	PHI	5	16.0	0-1	+0.07	+0.35
203	Connor Dewar	PIT	5	13.3	0-0	+0.07	+0.35
204	Nick Robertson	PIT	5	12.4	3-0	+0.07	+0.35
205	Alex Tuch	WSH	4	16.9	3-0	+0.07	+0.28
206	Brayden Point	TBL	4	18.7	1-2	+0.07	+0.28
207	Juraj Slafkovský	MTL	4	16.8	1-0	+0.07	+0.28
208	Will Smith	SJS	4	17.8	2-1	+0.07	+0.28
209	Morgan Geekie	BOS	5	16.7	1-3	+0.07	+0.34
210	Eric Robinson	CAR	5	11.6	1-1	+0.07	+0.34
211	Matty Beniers	SEA	5	16.6	1-2	+0.07	+0.34
212	Alex Ovechkin	WSH	4	13.2	0-1	+0.07	+0.27
213	Chris Kreider	MTL	4	13.7	1-3	+0.07	+0.27
214	Tyler Toffoli	SJS	4	13.5	2-2	+0.07	+0.27
215	Mathieu Joseph	EDM	4	14.3	0-1	+0.07	+0.27
216	Yakov Trenin	MIN	4	13.0	0-0	+0.07	+0.27
217	Joel Farabee	CGY	4	16.3	0-3	+0.07	+0.27
218	Matthew Knies	CBJ	3	18.2	2-2	+0.07	+0.20
219	Ben Meyers	SEA	3	11.8	1-2	+0.07	+0.20
220	Frank Nazar	CHI	5	18.1	2-1	+0.07	+0.33
221	Mikael Backlund	CGY	4	17.2	1-0	+0.07	+0.26
222	Andrew Copp	DET	4	19.1	0-1	+0.07	+0.26
223	Michael McCarron	MIN	4	13.6	0-3	+0.07	+0.26
224	Ryan Hartman	MIN	4	11.9	0-1	+0.07	+0.26
225	Anthony Beauvillier	WSH	4	11.6	1-0	+0.07	+0.26
226	Nils Hoglander	NSH	4	11.4	3-0	+0.07	+0.26
227	Nikita Nesterenko	ANA	4	11.1	1-0	+0.07	+0.26
228	Adam Lowry	WPG	5	14.3	1-2	+0.06	+0.32
229	William Nylander	TOR	5	19.0	3-3	+0.06	+0.32
230	Travis Konecny	PHI	5	16.4	0-3	+0.06	+0.32
231	Marat Khusnutdinov	BOS	5	13.0	0-1	+0.06	+0.32
232	Daniil But	UTA	5	10.9	1-0	+0.06	+0.32
233	Nick Foligno	MIN	3	9.5	1-0	+0.06	+0.19
234	Adrian Kempe	LAK	3	20.2	1-1	+0.06	+0.19
235	Conor Garland	CBJ	3	11.4	0-0	+0.06	+0.19
236	Cody Glass	NJD	3	10.7	0-0	+0.06	+0.19
237	Blake Lizotte	PIT	5	12.4	0-1	+0.06	+0.31
238	Braeden Bowman	VGK	5	12.5	1-1	+0.06	+0.31
239	Nick Cousins	OTT	4	8.9	1-1	+0.06	+0.25
240	Michael Rasmussen	DET	4	16.2	0-0	+0.06	+0.25
241	Elias Lindholm	BOS	5	15.4	1-2	+0.06	+0.30
242	Isak Rosen	WPG	5	11.3	0-0	+0.06	+0.30
243	Marc Gatcomb	VGK	5	9.3	1-1	+0.06	+0.30
244	Josh Anderson	MTL	4	12.7	1-2	+0.06	+0.24
245	Kasperi Kapanen	EDM	4	17.1	2-1	+0.06	+0.24
246	Jonatan Berggren	STL	4	13.8	0-1	+0.06	+0.24
247	Yegor Sharangovich	CGY	4	15.6	0-2	+0.06	+0.24
248	Emil Heineman	NYI	4	15.6	2-0	+0.06	+0.24
249	Nate Danielson	DET	4	9.0	0-1	+0.06	+0.24
250	Matvei Gridin	CGY	4	14.5	0-1	+0.06	+0.24
251	Michael Misa	SJS	4	14.0	0-2	+0.06	+0.24
252	Erik Haula	LAK	3	15.3	1-2	+0.06	+0.18
253	JJ Peterka	BOS	5	16.2	2-0	+0.06	+0.29
254	Brayden Schenn	NYI	4	14.7	1-3	+0.06	+0.23
255	Joseph Veleno	NYR	4	11.0	0-0	+0.06	+0.23
256	Alex Newhook	MTL	4	15.7	1-1	+0.06	+0.23
257	Ilya Mikheyev	TBL	4	13.9	1-2	+0.06	+0.23
258	Cutter Gauthier	ANA	4	18.4	2-2	+0.06	+0.23
259	Adam Klapka	CGY	4	10.4	1-0	+0.06	+0.23
260	Ryan Leonard	WSH	4	13.1	2-1	+0.06	+0.23
261	Tim Washe	ANA	4	14.7	1-2	+0.06	+0.23
262	Anthony Mantha	NJD	3	14.6	0-0	+0.06	+0.17
263	Oliver Moore	CHI	5	11.8	1-0	+0.06	+0.28
264	Tye Kartye	NYR	6	14.3	0-2	+0.06	+0.33
265	Ryan Strome	CGY	4	13.9	1-1	+0.06	+0.22
266	Garnet Hathaway	FLA	4	8.4	0-0	+0.06	+0.22
267	Dylan Strome	WSH	4	14.2	0-4	+0.06	+0.22
268	Tanner Jeannot	BOS	5	10.7	1-0	+0.05	+0.27
269	Kaapo Kakko	SEA	5	14.4	1-4	+0.05	+0.27
270	Eeli Tolvanen	NYR	6	13.0	3-0	+0.05	+0.31
271	Jaroslav Chmelar	NYR	5	8.0	0-0	+0.05	+0.26
272	Alexandre Texier	MTL	4	11.6	0-2	+0.05	+0.21
273	Bobby Brink	MIN	4	11.7	0-3	+0.05	+0.21
274	Igor Chernyshov	SJS	4	15.3	2-1	+0.05	+0.21
275	Drew O'Connor	VAN	5	15.4	1-1	+0.05	+0.25
276	Brendan Gallagher	VAN	4	9.6	0-0	+0.05	+0.20
277	Simon Holmstrom	NYI	4	16.2	1-1	+0.05	+0.20
278	Jesperi Kotkaniemi	CAR	3	10.4	0-1	+0.05	+0.15
279	Kent Johnson	CBJ	3	16.8	1-1	+0.05	+0.15
280	Oliver Bjorkstrand	NYR	6	11.0	2-1	+0.05	+0.29
281	Noah Laba	NYR	6	14.2	0-1	+0.05	+0.29
282	Nick Paul	TOR	5	15.5	1-1	+0.05	+0.24
283	Alex Iafallo	WPG	5	12.1	1-1	+0.05	+0.24
284	Marco Rossi	VAN	5	16.7	3-1	+0.05	+0.24
285	Arshdeep Bains	VAN	5	11.2	1-1	+0.05	+0.24
286	Kyle Palmieri	NYI	4	14.8	0-0	+0.05	+0.19
287	Joel Armia	LAK	3	13.0	1-0	+0.05	+0.14
288	Teuvo Teravainen	CHI	3	12.3	0-2	+0.05	+0.14
289	Carl Grundstrom	PHI	4	11.1	0-0	+0.04	+0.18
290	Adam Edstrom	NSH	4	12.3	2-0	+0.04	+0.18
291	Calum Ritchie	NYI	4	14.0	1-1	+0.04	+0.18
292	Maxim Shabanov	MIN	4	15.5	1-1	+0.04	+0.18
293	Frederick Gaudreau	SEA	5	14.8	3-0	+0.04	+0.22
294	Pavel Zacha	BOS	5	17.6	0-1	+0.04	+0.22
295	Zemgus Girgensons	TBL	4	12.5	0-1	+0.04	+0.17
296	Trent Frederic	EDM	4	9.9	1-0	+0.04	+0.17
297	Ryan Lomberg	CBJ	3	9.0	0-0	+0.04	+0.13
298	Josh Samanski	EDM	3	8.3	0-0	+0.04	+0.13
299	Brock Boeser	VAN	5	16.8	1-2	+0.04	+0.21
300	Will Cuylle	NYR	6	14.9	0-3	+0.04	+0.24
301	Brandon Duhaime	TOR	5	11.1	0-0	+0.04	+0.20
302	Ryan Greene	CHI	5	14.9	0-1	+0.04	+0.20
303	Max Sasson	VAN	5	14.0	1-1	+0.04	+0.20
304	Tyler Seguin	DAL	4	14.4	0-0	+0.04	+0.16
305	Phillip Danault	MTL	4	14.3	0-1	+0.04	+0.16
306	Keegan Kolesar	DET	4	11.8	0-0	+0.04	+0.16
307	Aatu Räty	VAN	3	9.2	1-0	+0.04	+0.12
308	Maxim Tsyplakov	CGY	3	12.9	0-0	+0.04	+0.12
309	Arttu Hyry	DAL	4	14.3	0-0	+0.04	+0.15
310	Lars Eller	FLA	4	12.4	0-3	+0.04	+0.14
311	Warren Foegele	OTT	4	11.3	0-1	+0.04	+0.14
312	Beck Malenstyn	BUF	4	8.8	0-0	+0.04	+0.14
313	Connor McMichael	STL	4	15.1	2-2	+0.04	+0.14
314	Chandler Stephenson	SEA	5	16.7	1-4	+0.03	+0.17
315	Mark Kastelic	BOS	5	11.0	1-3	+0.03	+0.17
316	Ryan Poehling	ANA	4	14.2	0-0	+0.03	+0.13
317	Teddy Blueger	TOR	5	10.5	0-0	+0.03	+0.16
318	Brad Lambert	WPG	5	10.6	0-0	+0.03	+0.15
319	Zack Ostapchuk	SJS	4	11.4	0-0	+0.03	+0.12
320	Dalibor Dvorsky	STL	4	12.5	2-0	+0.03	+0.12
321	Ryan Donato	CHI	5	10.4	1-0	+0.03	+0.14
322	Matthew Wood	NSH	4	15.7	1-1	+0.03	+0.11
323	Ross Johnston	STL	3	8.2	0-0	+0.03	+0.08
324	Paul Cotter	VAN	5	14.9	4-2	+0.03	+0.13
325	Barclay Goodrow	SJS	4	12.4	0-0	+0.03	+0.10
326	William Karlsson	VGK	5	17.6	0-1	+0.02	+0.12
327	Vladislav Namestnikov	WPG	5	10.8	0-0	+0.02	+0.12
328	Nick Lardis	CHI	5	10.0	0-2	+0.02	+0.12
329	Kirby Dach	MTL	4	9.9	0-1	+0.02	+0.09
330	Isaac Howard	EDM	4	10.0	0-1	+0.02	+0.09
331	Radek Faksa	DAL	4	11.7	0-1	+0.02	+0.07
332	T.J. Hughes	COL	4	15.5	0-1	+0.02	+0.07
333	Cole Koepke	WPG	3	9.4	0-0	+0.02	+0.05
334	Jonathan Marchessault	NSH	4	15.6	0-0	+0.01	+0.05
335	Owen Michaels	EDM	4	11.9	2-0	+0.01	+0.05
336	Nic Dowd	VGK	5	11.4	0-2	+0.01	+0.06
337	Jean-Gabriel Pageau	NYI	4	14.2	0-2	+0.01	+0.04
338	Alex Formenton	EDM	4	14.5	0-2	+0.01	+0.04
339	Alex Bump	PHI	3	12.7	0-0	+0.01	+0.03
340	Kevin Stenlund	UTA	5	13.4	0-1	+0.01	+0.04
341	Jonathan Lekkerimäki	VAN	5	12.7	2-2	+0.01	+0.04
342	Anthony Duclair	NYI	4	12.5	1-0	+0.01	+0.03
343	Samuel Honzek	CGY	4	15.7	0-0	+0.01	+0.03
344	Bo Groulx	TOR	4	7.7	0-0	+0.01	+0.02
345	Martin Pospisil	CGY	4	13.4	0-0	+0.01	+0.02
346	Jiri Kulich	BUF	4	11.8	1-1	+0.01	+0.02
347	Trevor Connelly	VGK	5	12.1	1-1	+0.00	+0.02
348	Porter Martone	PHI	5	12.7	0-0	+0.00	+0.02
349	Konsta Helenius	BUF	4	13.9	1-0	+0.00	+0.01
350	Ilya Protas	WSH	4	10.8	0-1	+0.00	+0.01
351	Ivar Stenberg	SJS	4	15.3	0-2	+0.00	+0.01
352	James Hagens	BOS	5	12.7	2-1	+0.00	+0.01
353	Gavin McKenna	TOR	5	14.1	1-2	+0.00	+0.01
354	Dillon Dube	STL	3	11.5	1-0	+0.00	+0.00
355	Max Jones	EDM	4	10.1	0-0	+0.00	+0.00
356	Judd Caulfield	ANA	4	10.2	1-1	+0.00	+0.00
357	Sandis Vilmanis	FLA	4	12.3	0-0	+0.00	+0.00
358	Bokondji Imama	FLA	4	7.0	0-0	-0.00	-0.01
359	Liam Ohgren	VAN	5	15.9	1-3	-0.01	-0.03
360	Amadeus Lombardi	NJD	3	10.1	0-0	-0.01	-0.02
361	Stephen Halliday	OTT	4	10.4	1-0	-0.01	-0.03
362	Michael Brandsegg-Nygård	DET	4	13.6	1-2	-0.01	-0.03
363	Roman Kantserov	CHI	5	18.2	0-0	-0.01	-0.04
364	Conor Geekie	TBL	4	10.8	1-0	-0.01	-0.04
365	Victor Eklund	NYI	4	13.3	1-1	-0.01	-0.04
366	Anton Frondell	CHI	5	17.5	1-3	-0.01	-0.07
367	Viggo Björck	WPG	5	13.7	0-0	-0.02	-0.12

Per game = goals added over a replacement player, divided by games played, so nobody is ahead because his team has played more. Season = the total so far. The bar shows where the season total comes from: right of the line adds, left subtracts. 55 forwards under 3 games are not ranked yet.

Our model, our data

How it's built

Everything a player does, in goals

Add the parts and you get goals added over a replacement player. Ranked per game so the schedule can't pick winners, and ice time stays in on purpose: a 25-minute player adds more per night. Tested on 2023-24 to 2025-26, summed player ratings predicted each team's next-season goal differential at r = 0.649, above five-on-five play alone (0.645). Model skater-impact-v1, rebuilt every morning.

5v5: How much more his team creates, and how much less it allows, with him on the ice, after adjusting for linemates, opponents, score and zone starts (a ridge regression over every shift).
Special teams: The same idea on the power play and penalty kill. The penalty kill is mostly system and goalie, so it moves players least.
Finishing: Goals above what his shots usually produce, heavily discounted: finishing barely repeats, so a shooter keeps only his chances ÷ (chances + 110) of it.
Penalties: Minors drawn minus taken, at 0.161 goals each, pulled toward the league rate until he has played enough minutes for them to mean something.
Faceoffs: Net wins, worth 0.007 goals in the offensive and defensive zones and 0.0034 at centre.
Replacement: What a call-up would have cost over the same 5v5 minutes (-0.37 goals per 60 for forwards, -0.18 for defensemen, measured from the players who fill in).