## Attack breakdowns: Premier League, 2016/17

Continuing the immediate splurge of post-season review graphics for League 1, here are each club’s final attack breakdowns. These are explained in detail here, but in summary they are simple scatter graphics that work as follows:

##### Explanation

Each graphic shows a club’s main attacking players: those who have:

1. Featured for at least a third of their total pitch minutes in the league this season, and
2. Taken an average of at least one shot per game.

The size of each player’s bubble is proportional to the percentage of possible minutes that they’ve played.

Each player’s bubble is plotted on a chart with the two axes working like this:

• On the horizontal axis we have their goal threat, based on the “expected goals” value of shots taken per 90 minutes. This is effectively a measure of the combined quality of their goalscoring chances.
• On the vertical axis we have their scoring rate, using a less abstract measure of actual number of goals scored per 90 minutes.

Both axes exclude penalties, as those can massively skew a player’s contribution away from the threat they pose from open play.

There’s a shaded “stripe” which indicates the long-term shot conversion rate of all finishers except the top and bottom 10%, so we can identify those whose performance may be unsustainable (i.e. unlikely to be repeated next season). If a player is above the stripe, they’re converting chances at a rate consistent with someone in the top 10% of finishers, and likewise a player below the line is in the worst 10%. Based on what we know about the specific player, we can therefore take a view on whether we expect their scoring rate to continue.

##### Club-by-club graphics

The two players who set the standard here are Man City‘s Sergio Aguero, who got on the end of 0.61 goals’ worth of chances per 90 minutes – the highest on any of these charts – and Arsenal‘s Olivier Giroud who narrowly edged out Tottenham‘s Harry Kane as the player with the highest non-penalty scoring rate (0.82 goals per 90 minutes to Kane’s 0.81). However the English striker spent twice as long on the pitch this season – 2,661 minutes to 1,310 – and sustaining a similar record over that length of time is arguably more impressive.

It’s a bit concerning to see how few players make the cut for Everton‘s graphic: just three! There are a few clubs with only four – Middlesbrough and Swansea – and as they both struggled it’s tempting to conclude that Ronald Koeman needs a few more reliable attacking outlets next season; particularly if he loses Romelu Lukaku.