Artemi Panarin got the most goals by a rookie in 2015-16, with 30 scored.

	NAME	G	SEASON	TM	GP	A	P	+/-	PIM	PPG	PPA	SHG	SHA	GWG	OTG	S	S%	FOW	FO	FOW%	HIT	BKS	TKA	GVA	TOI/GP
1	Artemi Panarin A. Panarin	30	2015-16	CHI	80	47	77	+8	32	8	16	0	0	7	1	187	16.0	0	0		46	14	29	35	18:31
2	Jack Eichel J. Eichel	24	2015-16	BUF	81	32	56	-16	22	8	13	0	0	5	1	238	10.1	402	980	41.0	43	25	43	49	19:07
3	Dylan Larkin D. Larkin	23	2015-16	DET	80	22	45	+11	34	4	1	0	0	5	0	221	10.4	41	100	41.0	65	25	43	39	16:33
4	Sam Reinhart S. Reinhart	23	2015-16	BUF	79	19	42	-8	8	8	2	0	0	3	0	165	13.9	36	108	33.3	26	26	19	20	16:50
5	Anthony Duclair A. Duclair	20	2015-16	ARI	81	24	44	+12	49	8	4	0	0	2	0	105	19.0	0	1	0.0	27	27	26	18	14:23
6	Sam Bennett S. Bennett	18	2015-16	CGY	77	18	36	-11	37	3	5	0	0	2	0	136	13.2	160	347	46.1	110	32	34	27	15:09
7	Max Domi M. Domi	18	2015-16	ARI	81	34	52	+3	72	3	12	0	1	0	0	156	11.5	20	55	36.4	34	25	28	41	16:22
8	Robby Fabbri R. Fabbri	18	2015-16	STL	72	19	37	-2	25	2	6	0	0	3	0	114	15.8	6	15	40.0	51	9	27	20	13:19
9	Shayne Gostisbehere S. Gostisbehere	17	2015-16	PHI	64	29	46	+8	24	8	14	0	0	5	4	152	11.2	1	1	100.0	27	59	28	51	20:05
10	Connor McDavid C. McDavid	16	2015-16	EDM	45	32	48	-1	18	3	11	0	0	5	1	105	15.2	249	604	41.2	12	10	33	17	18:53
11	Nikolaj Ehlers N. Ehlers	15	2015-16	WPG	72	23	38	+3	21	4	7	0	0	0	0	167	9.0	0	2	0.0	29	25	20	37	16:06
12	Mattias Janmark M. Janmark	15	2015-16	DAL	73	14	29	+12	16	0	1	1	0	3	1	108	13.9	94	260	36.2	4	21	26	36	14:10
13	Oscar Lindberg O. Lindberg	13	2015-16	NYR	68	15	28	+12	43	1	2	0	0	2	0	114	11.4	134	277	48.4	132	36	16	14	12:11
14	Joonas Donskoi J. Donskoi	11	2015-16	SJS	76	25	36	+4	20	3	5	0	0	1	0	107	10.3	2	3	66.7	31	46	33	37	14:09
15	William Karlsson W. Karlsson	9	2015-16	CBJ	81	11	20	-9	6	0	0	0	0	1	0	108	8.3	416	911	45.7	40	48	42	21	14:28
16	Jordan Martinook J. Martinook	9	2015-16	ARI	81	15	24	-9	18	0	1	1	1	2	0	109	8.3	18	33	54.5	52	40	52	12	15:11
17	Jared McCann J. McCann	9	2015-16	VAN	69	9	18	-6	32	1	2	0	0	1	0	106	8.5	181	522	34.7	45	19	30	26	12:31
18	Colton Parayko C. Parayko	9	2015-16	STL	79	24	33	+28	29	3	4	0	0	3	0	165	5.5	0	0		102	122	33	21	19:23
19	Andreas Athanasiou A. Athanasiou	9	2015-16	DET	37	5	14	+1	5	0	0	1	0	1	0	53	17.0	53	129	41.1	17	8	11	7	9:01
20	Andy Andreoff A. Andreoff	8	2015-16	LAK	60	2	10	+1	76	0	0	0	0	1	0	46	17.4	134	268	50.0	82	11	12	12	8:48
21	Viktor Arvidsson V. Arvidsson	8	2015-16	NSH	56	8	16	-8	35	1	0	0	0	3	0	139	5.8	0	0		27	35	15	17	12:24
22	Sergey Kalinin S. Kalinin	8	2015-16	NJD	78	7	15	-9	33	3	0	0	0	2	0	70	11.4	134	322	41.6	146	30	25	17	13:20
23	Frank Vatrano F. Vatrano	8	2015-16	BOS	39	3	11	-3	14	0	0	0	0	1	1	99	8.1	0	3	0.0	61	23	16	11	11:53
24	Sven Andrighetto S. Andrighetto	7	2015-16	MTL	44	10	17	+1	6	1	1	0	0	0	0	74	9.5	3	7	42.9	71	17	9	13	14:07
25	Andrew Copp A. Copp	7	2015-16	WPG	77	6	13	+8	6	0	0	0	0	0	0	54	13.0	224	486	46.1	87	18	10	18	8:00