Chelsea have missed 6 penalties missed in the Premier League since 2017-18.

	CLUB	PK-MISS	SEASON	M	W	D	L	G	GC	xG	xGA	SH	SOT	PASS-ATT	PASS	POSS%	FOUL	YC	RC
1	Chelsea	0	2017-18	38	21	7	10	62	38			606	220	21,264	17,921	55.7	363	46	4
2	Chelsea	0	2018-19	38	21	9	8	63	39			607	198	25,286	22,180	63.4	339	49	0
3	Chelsea	0	2019-20	38	20	6	12	69	54			625	223	23,030	19,617	60.7	386	60	0
4	Chelsea	2	2020-21	38	19	10	9	58	36			558	208	23,756	20,658	61.4	433	51	3
5	Chelsea	1	2021-22	38	21	11	6	76	33	66.00	34.71	592	211	22,945	20,037	62.3	408	63	1
6	Chelsea	0	2022-23	38	11	11	16	38	47	50.37	53.48	484	158	20,931	17,992	59.0	396	81	3
7	Chelsea	1	2023-24	38	18	9	11	77	63	75.97	59.13	548	215	21,768	19,053	59.0	446	109	4
8	Chelsea	1	2024-25	38	20	9	9	64	43	68.66	49.55	595	218	19,748	17,174	57.2	437	101	2
9	Chelsea	1	2025-26	38	14	10	14	58	52	66.74	52.49	509	166	20,416	17,833	57.7	419	98	8
	Total	6		342	165	82	95	565	405			5,124	1,817	199,144	172,465	59.6	3,627	658	25

StatMuse has club, season-level data for penalties missed going back to the 2012-13 season.

More Chelsea Stats

	Premier League	M	W	D	L	GD	PTS
1	Arsenal	0	0	0	0	0	0
2	Man City	0	0	0	0	0	0
3	Man United	0	0	0	0	0	0
4	Aston Villa	0	0	0	0	0	0
5	Liverpool	0	0	0	0	0	0
6	Bournemouth	0	0	0	0	0	0
7	Sunderland	0	0	0	0	0	0
8	Brighton	0	0	0	0	0	0
9	Brentford	0	0	0	0	0	0
10	Chelsea	0	0	0	0	0	0
11	Fulham	0	0	0	0	0	0
12	Newcastle	0	0	0	0	0	0
13	Everton	0	0	0	0	0	0
14	Leeds	0	0	0	0	0	0
15	Crystal Palace	0	0	0	0	0	0
16	Nottm Forest	0	0	0	0	0	0
17	Tottenham	0	0	0	0	0	0
18	Ipswich	0	0	0	0	0	0
19	Coventry	0	0	0	0	0	0
20	Hull City	0	0	0	0	0	0