ptdotme’s NFL Elo Power Rankings After Week 10

(By popular demand, see the rankings without the influence of last year’s season-ending ratings in my comment below, or here.)

This is OC. I’ve written code to calculate NFL team Elo ratings^1 on a week to week basis. The goal is to use simple Elo ratings to create power rankings without the influence of human bias and emotion. The ratings are based on each team’s rating from the previous week, with a “parity reset” applied every offseason. The model has been tested for accuracy against game outcomes since week 1 of the 2012^2 season. The ratings are derived only from each game’s score, venue, and date. There are a number of variables/weights in my secret sauce but otherwise they’re fairly conservative, basic, Elo ratings.

This is all a work in progress and feedback is appreciated! See more stats and info on my 2023 NFL Elo Power Rankings page.

Note: You may feel teams are ranked too high or low based on recent games, and you may be right. However, the model has been tested and is more accurate when it doesn’t overreact to individual games. The goal is model accuracy, not rankings that “look right.” ^(2)  

Rank	Team	Elo Rating	Record
1	San Francisco 49ers	1582 (+18)	6-3
2 (+3)	Dallas Cowboys	1564 (+11)	6-3
3	Philadelphia Eagles	1557	8-1
4 (-2)	Baltimore Ravens	1555 (-4)	7-3
5 (+1)	Kansas City Chiefs	1548	7-2
6 (-2)	Buffalo Bills	1548 (-7)	5-5
7	Cincinnati Bengals	1538 (-5)	5-4
8 (+1)	Detroit Lions	1535 (+1)	7-2
9 (-1)	Los Angeles Chargers	1533 (-1)	4-5
10 (+1)	Miami Dolphins	1528	6-3
11 (+1)	Cleveland Browns	1521 (+4)	6-3
12 (+1)	Minnesota Vikings	1517 (+5)	6-4
13 (-3)	Jacksonville Jaguars	1510 (-18)	6-3
14	Seattle Seahawks	1502 (-3)	6-3
15	New Orleans Saints	1500 (-4)	5-5
16 (+2)	Tampa Bay Buccaneers	1497 (+11)	4-5
17 (-1)	Green Bay Packers	1496 (-2)	3-6
18 (-1)	Houston Texans	1493 (+5)	5-4
19	Pittsburgh Steelers	1486 (+2)	6-3
20 (+1)	Denver Broncos	1484 (+7)	4-5
21 (+1)	Las Vegas Raiders	1474 (+1)	5-5
22 (-2)	Tennessee Titans	1472 (-11)	3-6
23 (+1)	Indianapolis Colts	1471 (+2)	5-5
24 (-1)	New York Jets	1470 (-1)	4-5
25 (+3)	Washington Commanders	1468 (+3)	4-6
26 (+1)	Los Angeles Rams	1466	3-6
27 (-2)	New England Patriots	1465 (-2)	2-8
28 (-2)	Atlanta Falcons	1464 (-3)	4-6
29	Chicago Bears	1453 (-1)	3-7
30	Carolina Panthers	1439 (+1)	1-8
31 (+1)	Arizona Cardinals	1437 (+2)	2-8
32 (-1)	New York Giants	1426 (-11)	2-8

The 49ers once again played like a #1 ranked team, soundly beating a strong Jaguars team. The Cowboys dominated the Giants, and climbed up to 2nd place. The Ravens/Browns game was close, so only 4 Elo rating points were exchanged following that game. The Bills/Broncos game was also a 2-point game, but the Bills lost 7 Elo rating points because that was a bigger upset loss.

The Bills “should” be ranked lower due to their poor play for many weeks now, but haven’t had a blowout loss yet to really punish their Elo rating. They are on by far the longest Elo cold streak at 6 straight games, losing 39 points over that span. The next longest Elo cold streak is 3 games (Rams, Jets, Seahawks, Bears, Patriots, and Giants).

The Steelers are outliers at 19th with a 6-3 record, but they haven’t beaten any strong teams by a wide enough margin to be ranked any higher. The Chargers are another outlier at 9th place with a 4-5 record. Three of their losses were close, costing them only 1 Elo point each, and they had defense and special teams scores in the Jets game that really boosted their Elo rating.

^(1)See Wikipedia. Elo ratings are numeric and assigned to each contestant. The ratings are used to estimate performance. After each game, the difference between a contestant’s estimated and actual performance is used to update their rating. For the NFL, this can all be summarized as "Who did you beat/lose to and by how much? And who have they beaten/lost to and by how much? And who have they beaten/lost to …

^(2)Moving backward through the years, each preceding season has a much smaller impact on the current ratings. Team ratings from 2010 have zero impact on today’s ratings. Ratings from only a couple years ago, say 2021, have almost no effect on today’s ratings. Seasons going back to 2010 are only used by the model to ensure its accuracy over thousands of NFL games.