Stockfish 16 UCI_Elo was calibrated with CCRL.
# PLAYER : RATING ERROR POINTS PLAYED (%)
1 master-skill-19 : 3191.1 40.4 940.0 1707 55
2 master-skill-18 : 3170.3 39.3 1343.0 2519 53
3 master-skill-17 : 3141.3 37.8 2282.0 4422 52
4 master-skill-16 : 3111.2 37.1 2773.0 5423 51
5 master-skill-15 : 3069.5 37.2 2728.5 5386 51
6 master-skill-14 : 3024.8 36.1 2702.0 5339 51
7 master-skill-13 : 2972.9 35.4 2645.5 5263 50
8 master-skill-12 : 2923.1 35.0 2653.5 5165 51
9 master-skill-11 : 2855.5 33.6 2524.0 5081 50
10 master-skill-10 : 2788.3 32.0 2724.5 5511 49
11 stash-bot-v25.0 : 2744.0 31.5 1952.5 3840 51
12 master-skill-9 : 2702.8 30.5 2670.0 5018 53
13 master-skill-8 : 2596.2 28.5 2669.5 4975 54
14 stash-bot-v21.0 : 2561.2 30.0 1338.0 3366 40
15 master-skill-7 : 2499.5 28.5 1934.0 4178 46
16 stash-bot-v20.0 : 2452.6 27.7 1606.5 3378 48
17 stash-bot-v19.0 : 2425.3 26.7 1787.0 3365 53
18 master-skill-6 : 2363.2 26.4 2510.5 4379 57
19 stash-bot-v17.0 : 2280.7 25.4 2209.0 4378 50
20 master-skill-5 : 2203.7 25.3 2859.5 5422 53
21 stash-bot-v15.3 : 2200.0 25.4 1757.0 4383 40
22 stash-bot-v14 : 2145.9 25.5 2890.0 5167 56
23 stash-bot-v13 : 2042.7 25.8 2263.5 4363 52
24 stash-bot-v12 : 1963.4 25.8 1769.5 4210 42
25 master-skill-4 : 1922.9 25.9 2690.0 5399 50
26 stash-bot-v11 : 1873.0 26.3 2203.5 4335 51
27 stash-bot-v10 : 1783.8 27.8 2568.5 4301 60
28 master-skill-3 : 1742.3 27.8 1909.5 4439 43
29 master-skill-2 : 1608.4 29.4 2064.5 4389 47
30 stash-bot-v9 : 1582.6 30.2 2130.0 4230 50
31 master-skill-1 : 1467.6 31.3 2015.5 4244 47
32 stash-bot-v8 : 1452.8 31.5 1953.5 3780 52
33 master-skill-0 : 1320.1 32.9 651.5 2083 31
There was some discussion on improving Stockfish levels to play more humanlike https://github.com/official-stockfish/Stockfish/issues/3635
dav1312 provides this ELO rating list, but it's not listed how it was derived:
0 1347
1 1490
2 1597
3 1694
4 1785
5 1871
6 1954
7 2035
8 2113
9 2189
10 2264
11 2337
12 2409
13 2480
14 2550
15 2619
16 2686
17 2754
18 2820
19 2886
I think lichess could very well keep track of rating based on all the people that play it like for other bots: https://lichess.org/player/bots. I don't think they do, though.