Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

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CountryRoyal
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Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by CountryRoyal » 16 Apr 2026 18:10

Short answer is, to no one's surprise, yes.

For the longest time its felt like, not only are we under performing but we are second best in every game. Regardless of who we were playing, when or where they seemed to outperform us all over the park apart from where it really mattered, goals. We're all aware of how a lot of our results have been in spite of our performances thanks to good finishing, largely from Marriott before his injury. After the Doncaster game when it was truly evident (despite not being mathematical) it was season over, I wanted to see exactly how much my feelings were warranted. Some of the results surprised me, many did not.

Using combined resources, predominantly BBC Match Stats and whoscored.com, I collected and compiled the data from all 29 of Leam's league games. I chose metrics that I thought were most indicative of a team performance irrespective of match result (as much as possible). I then compared these head to head with our opponents and assigned a constant numerical value to each metric which would either be added or subtracted depending on who outperformed who. If we won a particular duel we'd get a green tick ✅ and if we lost we'd get a red cross ❌.

The particular data points used were:

Possession: %
Shots:
Shots on target:
Corners:
Pass Acc: %
SFTP/TP: Successful final third passes/total passes %
Key passes:
Tackle success: %
Touches in opposition box:
Avg player rating:

Action zones in our final third (lower better): % - Where the game was played.
BP/TP: Backward passes/total passes %. - This was included in the individual H2H but not in the calculations as I found it too stylistic and not necessarily performative, for example team's that recycle backward to immediately launch forward attacks.
>50% ✅ bonus: If more than half - if we won more than half of the individual metrics and got a green tick, we'd get a +0.5 bonus.
Away Multiplier: x/÷1.5: - From my research a team is has an approximate 50-60% disadvantage for being away and so I 'boosted' our away performances.

An example of this from his first game:
Image

The Results:
Image
* compiled heatmap: left: home, right: away

*Full Data Set
https://docs.google.com/document/d/e/2P ... 8v0Hin/pub

Adding up all of the data points via the marked value assigned to each one (on a baseline of 0) gave a custom performance score (pS) which subsequently plotted on a graph.
Image

Observations & Notes:
- We played more games against teams below us (17) than teams above us (9) with our opponents on average 2 points below us.
- The best performance (1-4 away at Plymouth: pS +21.53) was heavily influenced by the sending off in the 12th minute.
- Disregarding the two outliers (Plymouth and the 3-2 home v Wycombe: pS -18.32) there were 17 'negative' performances compared to 10 'positive performances'. Performances have, justifiably, dropped since Marriott's injury.
- Our two consistently worst stats were game time spent in our own third and our successful final third passes which reconfirm that we do we struggle to get into dangerous areas, and when we do we are quite ineffective. Away at Mansfield (Game 34) almost an entire half of football (48%) was spent in and around our own penalty area.
- We were outperformed by teams consistently on everything bar one metric - possession with us seeing more of the ball in 15 games compared to 13. Over the season the average possession was 50%, however.
- *Interestingly our average player rating over the season was higher than the opposition, even though we only had higher ratings in just over half the games. This was probably influenced by Lewis Wing's and Paudie O'Connor's consistently high ratings, and a couple of hattricks.

Methodological Reflexivity
Because I'm not blind and it's obvious to everyone that the football is objectively diabolical, I already had a bias before instigating data collection, whilst this didn't affect how I chose the data, I felt compelled to grade positively to compensate, and therefore was more rewarding to us than maybe (ironically) true objectivity would have permitted. For example; giving us a bonus for matches in which we came out on top in more than half of the data points, and not punishing us further when we didn't, and giving us a 50% performance boost away from home to compensate for a disadvantage, but then not doing the opposite for our home performances. Ftr that could have gotten messy! Additionally, as already stated, I didn't use BP/TP towards a pS value but still incorporated it into the total win/lose h2h which could have ultimately impacted the final score, marginally admittedly. Lastly I initially wanted to factor in opposition's league standing but my limited research on that suggested, surprisingly, it wasn't significant, at least not comparatively to home/away advantage.

Data Limitations
It should go without saying but obviously statistics never tell the whole story. Some are more illuminating than others, but all are nuanced and are multifactorial, not necessarily indicative of success. See Lincoln.

Data Cleaning
Collection was 99% manual. I would have liked to have harvested the statistics more easily but I could choose ease or accuracy, not both. The only exception was getting the average heatmaps - I took all 29 home/away then averaged out 3 of each as each one was quite different, albeit still telling the the bigger picture. I couldn't even use AI for reliable (easy) calculations which was shocking, so still had to manually do it, maybe Julius would have been better but I wasn't about to pay for it. Presentation was multi-modal including various different AI platforms - no need to explain why that could be problematic! There are some obvious ones, as I'm sure you will all spot. It was trial and error to get something remotely acceptable but still had to use photoshop etc for a couple of corrections.

Should Leam stay or go?
I don't know. Its a hard one, on one hand results have, by and large, exceeded performances but this isn't a sustainable long term approach. Good teams win when playing badly, but they also play well more often than they don't. That isn't the case with us and we cannot shithouse our way to Championship survivability. I do believe that a manager should have time to build what he wants but what if what that is, has us doomed? I do believe the squad we have is underachieving and if the goal was to better last season it will be an objective failure. He hasn't shown many signs of being able to adapt but unlike players who we think can grow and improve (Will Keane aside) we expect manager's to be the finished article. He might still learn and may deliver on the footballing philosophy he promised, but he better learn fast.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Clyde1998 » 16 Apr 2026 21:07

Where are you getting the Action Zones data from (or how are you calculating it)? I haven't been able to find it with any of the typical sites I'd use for data.

I went back and extended it to Hunt's spell as manager using your description of how it's calculated (local regressions being used for lines):
Image

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CountryRoyal
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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by CountryRoyal » 16 Apr 2026 22:20

Clyde1998 wrote: 16 Apr 2026 21:07 Where are you getting the Action Zones data from (or how are you calculating it)? I haven't been able to find it with any of the typical sites I'd use for data.

I went back and extended it to Hunt's spell as manager using your description of how it's calculated (local regressions being used for lines):
Image
whorescored > match report > positional reports > action zones. I’ve screenshotted each one - can add them to a google doc if needs be.

The comparison with Hunt is interesting - overall better performances despite being without POC for most of them.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Millsy » 16 Apr 2026 23:03

This is exactly why the only stats that matter are the league table. There's nothing "hard" about seeing the bleeding obvious turnaround we saw under Leam.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Pepe the Horseman » 16 Apr 2026 23:04

Image

Clyde1998
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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Clyde1998 » 17 Apr 2026 02:34

CountryRoyal wrote: 16 Apr 2026 22:20
Clyde1998 wrote: 16 Apr 2026 21:07 Where are you getting the Action Zones data from (or how are you calculating it)? I haven't been able to find it with any of the typical sites I'd use for data.

I went back and extended it to Hunt's spell as manager using your description of how it's calculated (local regressions being used for lines):
Image
whorescored > match report > positional reports > action zones. I’ve screenshotted each one - can add them to a google doc if needs be.

The comparison with Hunt is interesting - overall better performances despite being without POC for most of them.
Thank you. I've found them. Assuming I've done my calculations correctly, it means Cardiff away has been our best performance of the season under this measure with a score of +22.46.

I think O'Connor is one of those players who looks better through the stats than he's actually performing. It's a bit like how Tom McIntyre always seemed to have high ratings. Not sure the reason for this, but perhaps he struggles with things you can't measure. He's still a good League One player.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Sutekh » 17 Apr 2026 07:48

Of course in a results business the most important and meaningful stat is the results themselves and these have been much improved under LR.

It’s all a project in work at the moment, happy to bear the awfulness for now in the hope that another window means some intelligent transfer operations and something better next season. If there’s nothing showing then and results are still :| then the manager’s time will be up before Xmas.

Quite possibly though, the worst football I’ve endured from the club was the dreaded Arne Slot type football we got from Stam. First time I’ve ever hated watching a winning team, and that second season was beyond belief in its ineptitude all round from everyone at the club.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by MR. CYNICAL » 17 Apr 2026 08:53

CountryRoyal wrote: 16 Apr 2026 18:10 Short answer is, to no one's surprise, yes.

For the longest time its felt like, not only are we under performing but we are second best in every game. Regardless of who we were playing, when or where they seemed to outperform us all over the park apart from where it really mattered, goals. We're all aware of how a lot of our results have been in spite of our performances thanks to good finishing, largely from Marriott before his injury. After the Doncaster game when it was truly evident (despite not being mathematical) it was season over, I wanted to see exactly how much my feelings were warranted. Some of the results surprised me, many did not.

Using combined resources, predominantly BBC Match Stats and whoscored.com, I collected and compiled the data from all 29 of Leam's league games. I chose metrics that I thought were most indicative of a team performance irrespective of match result (as much as possible). I then compared these head to head with our opponents and assigned a constant numerical value to each metric which would either be added or subtracted depending on who outperformed who. If we won a particular duel we'd get a green tick ✅ and if we lost we'd get a red cross ❌.

The particular data points used were:

Possession: %
Shots:
Shots on target:
Corners:
Pass Acc: %
SFTP/TP: Successful final third passes/total passes %
Key passes:
Tackle success: %
Touches in opposition box:
Avg player rating:

Action zones in our final third (lower better): % - Where the game was played.
BP/TP: Backward passes/total passes %. - This was included in the individual H2H but not in the calculations as I found it too stylistic and not necessarily performative, for example team's that recycle backward to immediately launch forward attacks.
>50% ✅ bonus: If more than half - if we won more than half of the individual metrics and got a green tick, we'd get a +0.5 bonus.
Away Multiplier: x/÷1.5: - From my research a team is has an approximate 50-60% disadvantage for being away and so I 'boosted' our away performances.

An example of this from his first game:
Image

The Results:
Image
* compiled heatmap: left: home, right: away

*Full Data Set
https://docs.google.com/document/d/e/2P ... 8v0Hin/pub

Adding up all of the data points via the marked value assigned to each one (on a baseline of 0) gave a custom performance score (pS) which subsequently plotted on a graph.
Image

Observations & Notes:
- We played more games against teams below us (17) than teams above us (9) with our opponents on average 2 points below us.
- The best performance (1-4 away at Plymouth: pS +21.53) was heavily influenced by the sending off in the 12th minute.
- Disregarding the two outliers (Plymouth and the 3-2 home v Wycombe: pS -18.32) there were 17 'negative' performances compared to 10 'positive performances'. Performances have, justifiably, dropped since Marriott's injury.
- Our two consistently worst stats were game time spent in our own third and our successful final third passes which reconfirm that we do we struggle to get into dangerous areas, and when we do we are quite ineffective. Away at Mansfield (Game 34) almost an entire half of football (48%) was spent in and around our own penalty area.
- We were outperformed by teams consistently on everything bar one metric - possession with us seeing more of the ball in 15 games compared to 13. Over the season the average possession was 50%, however.
- *Interestingly our average player rating over the season was higher than the opposition, even though we only had higher ratings in just over half the games. This was probably influenced by Lewis Wing's and Paudie O'Connor's consistently high ratings, and a couple of hattricks.

Methodological Reflexivity
Because I'm not blind and it's obvious to everyone that the football is objectively diabolical, I already had a bias before instigating data collection, whilst this didn't affect how I chose the data, I felt compelled to grade positively to compensate, and therefore was more rewarding to us than maybe (ironically) true objectivity would have permitted. For example; giving us a bonus for matches in which we came out on top in more than half of the data points, and not punishing us further when we didn't, and giving us a 50% performance boost away from home to compensate for a disadvantage, but then not doing the opposite for our home performances. Ftr that could have gotten messy! Additionally, as already stated, I didn't use BP/TP towards a pS value but still incorporated it into the total win/lose h2h which could have ultimately impacted the final score, marginally admittedly. Lastly I initially wanted to factor in opposition's league standing but my limited research on that suggested, surprisingly, it wasn't significant, at least not comparatively to home/away advantage.

Data Limitations
It should go without saying but obviously statistics never tell the whole story. Some are more illuminating than others, but all are nuanced and are multifactorial, not necessarily indicative of success. See Lincoln.

Data Cleaning
Collection was 99% manual. I would have liked to have harvested the statistics more easily but I could choose ease or accuracy, not both. The only exception was getting the average heatmaps - I took all 29 home/away then averaged out 3 of each as each one was quite different, albeit still telling the the bigger picture. I couldn't even use AI for reliable (easy) calculations which was shocking, so still had to manually do it, maybe Julius would have been better but I wasn't about to pay for it. Presentation was multi-modal including various different AI platforms - no need to explain why that could be problematic! There are some obvious ones, as I'm sure you will all spot. It was trial and error to get something remotely acceptable but still had to use photoshop etc for a couple of corrections.

Should Leam stay or go?
I don't know. Its a hard one, on one hand results have, by and large, exceeded performances but this isn't a sustainable long term approach. Good teams win when playing badly, but they also play well more often than they don't. That isn't the case with us and we cannot shithouse our way to Championship survivability. I do believe that a manager should have time to build what he wants but what if what that is, has us doomed? I do believe the squad we have is underachieving and if the goal was to better last season it will be an objective failure. He hasn't shown many signs of being able to adapt but unlike players who we think can grow and improve (Will Keane aside) we expect manager's to be the finished article. He might still learn and may deliver on the footballing philosophy he promised, but he better learn fast.
Were you bored yesterday? :?

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Hound » 17 Apr 2026 09:03

It’s interesting to look at but as always think those stats have limitations

Marriotts been injured twice for example so not sure you can just include one of those spells out. Also other players have been injured - Williams *2, DK. Considering Kelvin came in and hit 6 in 6, not sure Marriott getting injured is exactly a turning point, though obvs his ability to score out of the blue has been a big miss, particularly on results more than performances

Does it also take account of the teams we’ve played in that performance index?

I’d disregard the player ratings tbh, I don’t know the whoscored algorithm but for me it puts way too much emphasis on certain player stats to determine their scores - esp the CBs. And on the result of the game.

The stats showing is behind on all of those markers are interesting though and quite worrying

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Linden Jones' Tash » 17 Apr 2026 09:17

I'm old enough to remember Brendan and his "big book of tactics"....

He did some downright odd things that resulted in Real World thrashings, but brushed them off as "part of the process" for the "project"....

But, like a lot of bonkers ideas (the world seems to have a fair few going on at the moment), they failed the test of actually working...

But, arguably Brendan was as much substance as style and the David Brent in him was backed up to some extent as his career shows...

My question is:

Is Leam:

Just David Brent or

Has enough of the Brendan's to believe un for next season?

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by stealthpapes » 17 Apr 2026 09:45

Ideally compare with last season, or the season before, or the relegation season, or whichever dire season you want to pick before that.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Brogue » 17 Apr 2026 10:39

welcome back to the board country royal i hope your health has improved

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Sutekh » 17 Apr 2026 12:04

Linden Jones' Tash wrote: 17 Apr 2026 09:17 I'm old enough to remember Brendan and his "big book of tactics"....

He did some downright odd things that resulted in Real World thrashings, but brushed them off as "part of the process" for the "project"....

But, like a lot of bonkers ideas (the world seems to have a fair few going on at the moment), they failed the test of actually working...

But, arguably Brendan was as much substance as style and the David Brent in him was backed up to some extent as his career shows...

My question is:

Is Leam:

Just David Brent or

Has enough of the Brendan's to believe un for next season?
Doesn’t look like he has a big book of tactics, or if he does he’s probably already coloured it in.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Brogue » 17 Apr 2026 12:10

our tactics are akin to that episode of the simpsons when homer decides to become a boxer. We just stand aroud taking blow after blow until such time as the opponent gets tired and he just pushes them over. We've never been in the fight, but somehow come out of top. Unfortunatley our last three games we've been up against drederick tatum.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Brogue » 17 Apr 2026 13:06

can anyone confirm what our style of play is

Possession-based
Direct
Counter-attacking
High pressing
Low block
Mid block
Gegenpressing
Route one
Wing play
Overlapping full-backs
Tiki-taka
Transitional
Fast build-up
Slow build-up
Long-ball
Target man / focal point
False 9 system
Park the bus
Compact and disciplined
High defensive line
Deep defensive line
Wide attacking play
Narrow attacking play
Set-piece focused
Pragmatic
Front-foot football
Reactive football
Vertical football
Patient probing play
Physical / aggressive style
Structured positional play
Freedom / fluid attacking play

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by morganb » 17 Apr 2026 13:12

Why don't you get your new mate Ramy to pose that question at his next presser with the club? Make sure he says the full list before letting Leam reply

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Brogue » 17 Apr 2026 13:19

morganb wrote: 17 Apr 2026 13:12 Why don't you get your new mate Ramy to pose that question at his next presser with the club? Make sure he says the full list before letting Leam reply
I’m already working with him on a few things such as the actual performance of the cat one academy, which I’m hearing is in doubt of remaining as such so I’ve given a list of questions.

‘’ If you are interested in the RFCs so called Cat 1 academy, ask the right questions to the academy management :)

1. Academy Graduate Definition and Tracking
•Could you provide data on the number of players who have progressed through the academy from U9 level onwards, excluding those who joined at later stages (e.g., U15/U16) from other clubs?
•How does the academy internally define and track a “graduate”?

2. Staffing Structure and Resources
•As a Category 1 academy, what is the current ratio of full-time to part-time staff (including coaching, sports science, and medical personnel)?
•What is the rationale behind the current staffing model, particularly the reliance on part-time roles?

3. Competitive Programme and International Exposure
•What opportunities are provided for international fixtures or tournaments across age groups?
•If limited, are there plans to expand international exposure in line with other Category 1 academies?

4. Early Recruitment and Development Pathway
•Over the past five years, how many scholars (U16–U18) have been developed within the academy from U9–U11 age groups?
•To what extent does the academy rely on recruiting players developed by other clubs at later stages?

5. Player Progression and First-Team Impact
•How many academy graduates have accumulated significant first-team minutes for Reading F.C. or other League One clubs following transfer?
•How is “success” measured in terms of player progression into senior football?

6. Staff Retention and Recruitment
•There appears to have been movement of coaching staff to clubs such as Chelsea F.C., Brentford F.C., and Southampton F.C.. What are the primary reasons for this turnover?
•What strategies are in place to retain high-performing staff and ensure continuity in coaching quality?
•How are replacement hires evaluated, particularly when appointing part-time staff?

7. Integration with First Team
•What is the current pathway for U15/U16 players to train with the first team?
•How does this compare to practices at other Category 1 academies, such as Arsenal F.C. and Chelsea F.C.?
•If opportunities are limited, what are the key barriers—player readiness, coaching approach, or structural considerations?

8. Financial Investment vs Output
•What is the annual investment into the academy programme?
•How is return on investment measured, specifically in relation to players developed internally (from younger age groups) contributing to the first team, rather than those recruited at later stages?

9. If we are purely relying on boys released by other Cat 1 academies, who do we need to spend money on our academy especially between the pre academy and u14 programme ? Instead use that money on first team and get back to championship. Once we are a settled championship club, start the academy property (coaches, quantity staff etc) ‘’

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Brogue » 17 Apr 2026 13:35

Image

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by Brogue » 17 Apr 2026 13:38

Let’s just say these questions were provided to me by someone who used be Reading Fc’s u21 manager who no longer works for the club - since around October time.

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Re: Have performances really been that bad? A statistical performative analysis. *FYI may contain stats*

by tidus_mi2 » 17 Apr 2026 14:49

I get the feeling we basically have a Cat 1.5 academy.

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