BladesPod: QPR analysis and playoff odds

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Beans

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Nothing else going on in the Championship today, is there?

Right! Blades Analytics and I recap the win over QPR, talk about the merits or otherwise of Gary Madine (come on, everyone else has created threads about Madine), and then discuss the roadmap to making the top six... and higher.



https://itunes.apple.com/gb/podcast/bladespod/id1309198119?mt=2

As always, cheers for listening and UTB!
 



I've got an exam tomorrow at the stadium of rust...

I'll have my blades top on, my lucky red socks and boxers, and this podcast in my ears on the way.
 
Another great listen Beans and Blades Analytics , cheers gents.

Quick question, what is the twitter tag of the Wednesday stats guy that you mentioned. Interested to see the table you referenced about 2nd half season stats.

Cheers
 
It’s so interesting how you use statistical data to support your opinions.

It kind of proves which teams are in their genuine position and which have been lucky/ unlucky (over performing/ under performing).
 
It’s so interesting how you use statistical data to support your opinions.

It kind of proves which teams are in their genuine position and which have been lucky/ unlucky (over performing/ under performing).

Cheers - yeah, that's the plan ;)

On that note of teams overperforming, I did notice that Derby have massively dropped off in the last month or so. Infogol's expected table has them as the 17th best team - imagine where they'd be without their superstar loanees :rolleyes: Good news for Wednesday though as they're no longer the worst-ranked team in the league, having risen all the way up to 21st.
 
A question regarding xg and xga - are the numbers based just on shots taken or more than that? What I mean is, if a player is in a position to shoot with an xg of 0.2 but chooses to pass instead is that included in the team stats?

Also, does a team xg take account of which player is getting the chance? If Harry Wilson has a shot from outside the box, is the team xg increased by the same as if Richard Keogh does?!

Even more detailed - is it different if Wilson hits it with right or left foot? If not, then surely this is where stats can be a bit misleading - Wilson can get himself into loads of good shooting positions wth high xg, but if the defender knows him and forces him onto his right foot all the time then the true xg should be much lower.

Overall though I find the close similarity between actual tables and xg tables fascinating - it’s particularly noticeable that by now the top and bottom of actual and xg tables are much more similar than the middle - I suppose showing that consistency (good or bad) generally gets its appropriate reward.

Keep up the good work - it adds to the Magic
 



A question regarding xg and xga - are the numbers based just on shots taken or more than that? What I mean is, if a player is in a position to shoot with an xg of 0.2 but chooses to pass instead is that included in the team stats?

Good questions! Most xG models are shots only. Some models (think it might be Opta... can't remember - paging Blades Analytics) record "dangerous moments" or similar which take into account things like a cross that should have been tapped in but the striker somehow fails to make contact with the ball, so it doesn't technically end with a shot.

Also, does a team xg take account of which player is getting the chance? If Harry Wilson has a shot from outside the box, is the team xg increased by the same as if Richard Keogh does?!

It doesn't - xG is essentially an average of a large number of players who have taken shots from that position. You can get quite a bit of value out of this because you can see which players outperform their xG and draw the conclusion that they're an excellent finisher (Sharp is an obvious example, but if you were a performance analyst / scout you could look at data for less-well-known leagues or players and immediately get an idea of who could be an above-average finisher).

On the flip-side with McGoldrick he was massively underperforming his xG about 6 weeks ago and some of us (cough) suggested that, while he's not an amazing finisher, he had been a bit unlucky and would probably regress to something closer to his xG over the rest of the season. Lo, his xG for the season is currently just over 12, and he now has 10 goals - much closer to what he "should" have scored.

With Wilson, I'm not sure if he's absurdly good at long range shots or just whether he's just "above average" and takes a load of them. S2 Stats on Twitter pointed this out the other day, Derby actually take more shots from *outside* the box than they do inside! And Wilson himself leads the league in shots outside the box.



Even more detailed - is it different if Wilson hits it with right or left foot? If not, then surely this is where stats can be a bit misleading - Wilson can get himself into loads of good shooting positions wth high xg, but if the defender knows him and forces him onto his right foot all the time then the true xg should be much lower.

Yes, I believe most if not all xG models account for shot quality which take into account the body part used to shoot, as well as the type of pass/move that led to the chance.

Overall though I find the close similarity between actual tables and xg tables fascinating - it’s particularly noticeable that by now the top and bottom of actual and xg tables are much more similar than the middle - I suppose showing that consistency (good or bad) generally gets its appropriate reward.

Keep up the good work - it adds to the Magic

Same! It's also quite gratifying that United have been one of the top 2-3 teams on the expected tables pretty much from September onwards, and that we've matched that level of performance with the results.
 
Good questions! Most xG models are shots only. Some models (think it might be Opta... can't remember - paging Blades Analytics) record "dangerous moments" or similar which take into account things like a cross that should have been tapped in but the striker somehow fails to make contact with the ball, so it doesn't technically end with a shot.



It doesn't - xG is essentially an average of a large number of players who have taken shots from that position. You can get quite a bit of value out of this because you can see which players outperform their xG and draw the conclusion that they're an excellent finisher (Sharp is an obvious example, but if you were a performance analyst / scout you could look at data for less-well-known leagues or players and immediately get an idea of who could be an above-average finisher).

On the flip-side with McGoldrick he was massively underperforming his xG about 6 weeks ago and some of us (cough) suggested that, while he's not an amazing finisher, he had been a bit unlucky and would probably regress to something closer to his xG over the rest of the season. Lo, his xG for the season is currently just over 12, and he now has 10 goals - much closer to what he "should" have scored.

With Wilson, I'm not sure if he's absurdly good at long range shots or just whether he's just "above average" and takes a load of them. S2 Stats on Twitter pointed this out the other day, Derby actually take more shots from *outside* the box than they do inside! And Wilson himself leads the league in shots outside the box.





Yes, I believe most if not all xG models account for shot quality which take into account the body part used to shoot, as well as the type of pass/move that led to the chance.



Same! It's also quite gratifying that United have been one of the top 2-3 teams on the expected tables pretty much from September onwards, and that we've matched that level of performance with the results.


If it’s primarily area-based, it presumably doesn’t also take into account whether a player is offbalance, whether they have players between them and the goal when getting a shot off...or does it?

Incidentally, an excellent episode – I couldn’t have put the Madine discussion any better.
 
Great work as always. One of the highlights of the working week when these drop.
 
Great listen as always.

I agree that we are more likely than not to make the top 6 at this point. The main thing that might stop us is injuries. We have done very well at getting our first XI on the pitch this season, with hardly any disruptions for injuries or suspension. Hopefully we will stay lucky - although fatigue is also an issue.

My impression is that we have a smaller, and weaker, reserve squad than our rivals for a top 6 spot.
 
Great listen as always.

I agree that we are more likely than not to make the top 6 at this point. The main thing that might stop us is injuries. We have done very well at getting our first XI on the pitch this season, with hardly any disruptions for injuries or suspension. Hopefully we will stay lucky - although fatigue is also an issue.

My impression is that we have a smaller, and weaker, reserve squad than our rivals for a top 6 spot.

I think we have decent cover for every position except left-sided centre back and left wing back.

If something major were to happen to O’Connell or Stevens, we’re relying on Bryan and Johnson as their deputies.

I’ve not seen enough of them to write them off but it’s a definite risk to our promotion chances.

We could really do with an experienced , proven defender who can cover both positions. Like a left-footed Cranie.

That’s the biggest remaining priority in January as far as I’m concerned.
 
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If it’s primarily area-based, it presumably doesn’t also take into account whether a player is offbalance, whether they have players between them and the goal when getting a shot off...or does it?

Taking into account whether a player was off-balance, hmm - sort of, with some models. Some of them track how the shot was created, eg did it come after a dribble by the player, or a through-ball, or is it a rebound off a blocked shot etc.

Same with defenders - some models account for defender and keeper positioning, how much pressure a player is under when he shoots, etc.

Just found this which gives a bit more detail on the factors involved: https://www.pinnacle.com/en/betting-articles/Soccer/expected-goals-model-analysis/MEP2N9VMG5CTW99D
 

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