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2011-12 English Premier League
Computer Ratings |
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This is my first rough attempt at a computer rating that can, among other things, come somewhat close to predicting the margin of victory of a match. The actual computer rating, which describes team performance based on games played to date, is found under the "Rating" column. To determine a hypothetical margin of victory, use the "Pts" column. You can the calculation for some upcoming games on the right. Don't forget to add in home "field" advantage, which is listed just below the current predictions on the right.
Ratings last updated Sunday 02/19/12, 10:05 AM ET
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BCS-Style
Rank Team W L T Rating Pts Rank
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1 Manchester City 19 3 3 4.54 1.43 1
2 Manchester United 18 3 4 4.00 1.18 2
3 Tottenham Hotspur 16 4 5 3.08 0.79 3
4 Chelsea 12 6 7 1.92 0.60 4
5 Liverpool 10 6 9 1.58 0.53 5
6 Arsenal 13 8 4 1.06 0.30 6
7 Everton 9 10 6 0.23 0.13 12
8 Newcastle United 12 7 6 0.14 -0.15 7
9 Norwich City 9 8 8 -0.11 -0.19 8
10 Fulham 7 9 9 -0.16 -0.06 14
11 Sunderland 9 10 6 -0.35 -0.16 13
12 Swansea City 7 9 9 -0.54 -0.16 15
13 West Bromwich Albion 8 12 5 -0.65 -0.18 16
14 Stoke City 8 11 6 -0.88 -0.26 17
15 Aston Villa 6 9 10 -0.89 -0.16 18
16 Blackburn Rovers 5 14 6 -2.23 -0.67 19
17 Wigan Athletic 4 14 7 -2.47 -0.79 20
18 Wolverhampton 5 14 6 -2.52 -0.75 21
19 Bolton Wanderers 6 17 2 -2.58 -0.68 22
20 QPR 5 14 6 -3.18 -0.74 23
(The "BCS style" ranking is one based entirely on wins and losses, similar to what
is used in college football.)
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PREDICTIONS FOR UPCOMING GAMES
Date Home Team Away Team Prediction
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Sat 25 Feb Liverpool Everton HOME by 0.76
Sat 25 Feb Chelsea Bolton Wanderers HOME by 1.64
Sat 25 Feb Newcastle United Wolverhampton HOME by 0.95
Sat 25 Feb QPR Fulham AWAY by -0.33
Sat 25 Feb West Bromwich Albion Sunderland HOME by 0.34
Sat 25 Feb Wigan Athletic Aston Villa AWAY by -0.27
Sat 25 Feb Manchester City Blackburn Rovers HOME by 2.46
Sun 26 Feb Arsenal Tottenham Hotspur AWAY by -0.13
Sun 26 Feb Norwich City Manchester United AWAY by -1.01
Sun 26 Feb Stoke City Swansea City HOME by 0.26
Current home field advantage is: 0.36 MAE for games to date: 1.25 These ratings fit to produce 0.52 of the correct winners. Pct when predicted MOV is above 0.72: 0.66 A favored away team rarely loses when favored by more than -0.55. A favored home team rarely loses when favored by more than 0.64. Above are some statistics about the ratings model. Home "field" advantage is shown first. MAE is the mean absolute error of the ratings fit to all the games played to date. This number is usually larger than you think it should be, but to me it's a good measure of how variable (or maybe "predictable") game outcomes can be. Immediately below that, you can see how this best fit does in retro-predicting (there's a better word I'm sure) just the game winners. My favorite stats are the last two--when the home or away team is favored by the given margin, they only lose 30 percent of the time. This is the kind of information that people in the sports wagering world might find useful. |
About the author
I have a Ph.D. in Atmospheric Science from the University of Alabama in Huntsville. I now work in Boulder, Colorado, in the broad areas of science education and numerical weather prediction (that is, forecasting the weather using computer models). Contact me using this email form if you have questions or non-hateful comments.