E ratings: League 1 2014/15
Following on from my earlier post introducing the new “E ratings” I’ve been experimenting with, I thought it would be helpful to illustrate their use by reviewing each division from last season.
E ratings are my newest creation, combining the concept of an “expected goals” measure of shot quality with an Elo-style rating system, to track the attacking and defensive performances of clubs over time. While you can read about them at the link above, I’ve used last season’s data here to give a “real life” example of how they can be used.
Below is a graphic showing how the E ratings for each League 1 club changed over the 2014/15 season, with the clubs in descending order of their net rating (effectively “expected goal difference per game”) at the end of the season:
The first column of “sparklines” shows how each team’s attack rating – i.e. expected goals scored per match – changed over the season and their final rating (ranked in brackets). The grey horizontal line is the long-term average of around 1.3 goals, so strong attacks will be comfortably above it.
The second column shows the defence rating – which has the same long-term average obviously – where now lower is better.
The third column just subtracts the defence rating from the attacking one to get a net “expected goal difference per game”. The average line here is set at zero.
As you’d probably expect, there’s a reasonable amount of similarity between the order of the teams here and their final league placing. Differences will be primarily driven by abnormal (for better or worse) shot conversion and/or save percentages, which aren’t currently accounted for in these ratings.
- As for the Championship, there were two promoted clubs who had far superior net ratings to everyone else: Preston and MK Dons, with each club ranking first for one of the two measures and second for the other.
- Interestingly given their dominance in the league table, Bristol City‘s defence were pretty ordinary by my measure. We can see this when we look at the regular defensive effectiveness plot for last season: they allowed an average number of chances but soaked them up exceptionally well. It’ll be interesting to see whether they can do likewise in the Championship.
- Also interesting was that Crewe avoided relegation despite being adrift at the bottom of these rankings. Both they and Crawley were on the back foot more than anyone else last season, so a lot of work is needed to avoid a similar struggle in 2015/16.
I’m aware that that graphic is a bit busy, so here are the final attack and defence ratings mapped against each other in good old scatter plot format:
- The outliers – Preston and MK Dons in one corner and Crewe in the other – are clearly visible here.
- Relegated Notts County actually did a respectable job up front, but their defence allowed opponents far too much freedom. Gillingham and Fleetwood‘s similar placings raise questions over their respective prospects of another top half finish.
- It’s interesting to see how well Doncaster performed despite their mid-table finish. Could they be a play-off contender next season?
Note: There’s been a slight change to the positioning of the axes, which are now centred on the median for each measure rather than the mean. This was suggested by Chris Anderson and does a far neater job of separating the teams into quadrants.