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1st half of the season: An analysis 15:30 - Dec 31 with 1584 viewsquantfootball

Hi all,

I had done some analysis on the first 23 games of the season, looking at our underlying metrics and it ended up becoming an interesting piece. I've been given permission to post a link to the substack I uploaded it to:

https://footballquant.substack.com/p/the-ipswich-paradox

thanks
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1st half of the season: An analysis on 15:54 - Dec 31 with 1476 viewsEwan_Oozami

Thank you - I think that very succinctly reflects my thoughts on the season so far and what I expect to happen for the rest of the season!

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1st half of the season: An analysis on 15:57 - Dec 31 with 1468 viewsvilanovablue

A very enjoyable analysis, good stuff.
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1st half of the season: An analysis on 16:54 - Dec 31 with 1351 viewsringwoodblue

A very interesting, insightful, well-explained and illustrated analysis. Thanks for sharing.

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1st half of the season: An analysis on 17:14 - Dec 31 with 1280 viewsPhilsAngels

mind blown
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1st half of the season: An analysis on 17:50 - Dec 31 with 1207 viewsmellowblue

Thank you, very interesting. Football being so analysis-driven now, you can see why there is no place in football for dinosaurs like Allardyce, McCarthy etc. The profile of managers has changed.
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1st half of the season: An analysis on 18:57 - Dec 31 with 1132 viewsdjgooder

In my Uber summary it says we are awesome, but also we haven’t performed to the levels we should have so shouldn’t feel like we are awesome.

Kind of how I feel I guess but could never have described it in such a way.

A really good read. Thanks.
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1st half of the season: An analysis on 19:36 - Dec 31 with 1062 viewsKungfuBlue

Enjoyed the analysis. Thanks for the effort you put in and for sharing
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1st half of the season: An analysis on 19:43 - Dec 31 with 1044 viewsMK1

Brilliant work. Thanks.

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1st half of the season: An analysis on 20:37 - Dec 31 with 965 viewsNthQldITFC

That is really, really good, thanks. Thorough and well written. Nice job.

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1st half of the season: An analysis on 23:44 - Dec 31 with 831 viewsKropotkin123

Awesome, thank you. Great read.

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1st half of the season: An analysis on 06:19 - Jan 1 with 692 viewsBattersea_Blue

That's really interesting stuff, thanks for sharing.
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1st half of the season: An analysis on 09:20 - Jan 1 with 562 viewsDubtractor

That's a really well written analysis, and does a good job of explaining why xg etc isn't bollards, even if some don't like it as a metric.

A lot of what you write is increasingly apparent from the visual test, in particular the low number of good chances that we give away.

Just need to be more clinical with the chances that we do create!

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1st half of the season: An analysis on 10:42 - Jan 1 with 441 viewsAlberto_the_frog

Too clever for me. I think it agrees with what I thought just looking at results and highlights, though. Southampton and Sheff U would be expected to have more points. I'd put Leicester in that category too.
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1st half of the season: An analysis on 11:03 - Jan 1 with 389 viewsNthQldITFC

1st half of the season: An analysis on 10:42 - Jan 1 by Alberto_the_frog

Too clever for me. I think it agrees with what I thought just looking at results and highlights, though. Southampton and Sheff U would be expected to have more points. I'd put Leicester in that category too.


The level of agreement with the eye test to some extent helps to validate the methodology, as does correlation with completed seasons, as long-term as possible, over several seasons of data gathering.

Then you have confidence that the methodology has value, not as a precise predictor, but as better and better tool to help understand what's likely to happen. And if it works well for your own club, for which you inevitably have far more visual experience and ability to judge, then you can have a high degree of trust that it really helps understanding other clubs of which you have limited visual experience.

Good work by Philogene...... GREAT WORK BY PHILOGENE!!!
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1st half of the season: An analysis on 12:27 - Jan 1 with 300 viewsSmoresy

Top, top stuff.

My only (personal) caution would be on regression to the mean within a single season. Hull enjoy the greatest positive variance currently in points compared with "expected points", +11 now I believe. In 24/25, the highest positive variances were welcomed by Burnley, +24 points, and Sheff Utd, +20. In 23/24, we were the biggest "beneficiaries" with +15. In 22/23, it was Burnley again with +19. 21/22, Huddersfield with +22, lovely.

So hopefully variance evens out - good reason to hope it will - but it's also normal to finish a season with notable outliers in both directions, either through luck, individual excellence or a combination. None of this negates the positivity which rightfully flows through your piece. The numbers are with us! (All hail the numbers.)
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1st half of the season: An analysis on 12:34 - Jan 1 with 275 viewsNthQldITFC

1st half of the season: An analysis on 12:27 - Jan 1 by Smoresy

Top, top stuff.

My only (personal) caution would be on regression to the mean within a single season. Hull enjoy the greatest positive variance currently in points compared with "expected points", +11 now I believe. In 24/25, the highest positive variances were welcomed by Burnley, +24 points, and Sheff Utd, +20. In 23/24, we were the biggest "beneficiaries" with +15. In 22/23, it was Burnley again with +19. 21/22, Huddersfield with +22, lovely.

So hopefully variance evens out - good reason to hope it will - but it's also normal to finish a season with notable outliers in both directions, either through luck, individual excellence or a combination. None of this negates the positivity which rightfully flows through your piece. The numbers are with us! (All hail the numbers.)


That's interesting. I wonder if that points to a tweak which ought to be made to tune up the xG base of the calculation?

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1st half of the season: An analysis on 13:12 - Jan 1 with 215 viewsDarkBrandon

Excellent stuff.

Rarely has my scepticism at clicking on a link to a random “here is my blog” link been so thoroughly misplaced.

As others have said though variance can last a looong time. I wouldn’t be surprised if you could have three years of good luck and still not be wildly exceptional.
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1st half of the season: An analysis on 13:26 - Jan 1 with 169 viewsbackwaywhen

1st half of the season: An analysis on 17:14 - Dec 31 by PhilsAngels

mind blown


Headaches bad .
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1st half of the season: An analysis on 13:31 - Jan 1 with 158 viewsSmoresy

1st half of the season: An analysis on 12:34 - Jan 1 by NthQldITFC

That's interesting. I wonder if that points to a tweak which ought to be made to tune up the xG base of the calculation?


Difficult because the attempt is to accurately calculate goal-scoring probabilities for the average shot-taker against the average goalkeeper. In any league there will be players who consistently perform above the average in these key departments, others who experience career highs or lows, etc.. Stoke's Johansson is a good example of a goalkeeper who outperforms his xGOT calculation every season, and does so emphatically more often than not.

Furthermore, xG doesn't account for the order in which goals are scored. We know how important the first goal is for a typical game's outcome, but also for how often it impacts on play thereafter. Take Hull v Boro a few days ago: Hull scored early and elected to defend for over an hour. It isn't the business of xG to reflect situational tactics of course, but it remains relevant and unaccounted for. Burnley 24/25 is likely a good example of an xP outlier due to tactical behaviours: score first then death by boredom to the opponent.
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1st half of the season: An analysis on 13:52 - Jan 1 with 109 viewsPlums

Thank you, that's an excellent and informative read.
Really adds something to the 'where are we' debate that's ongoing atm.

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1st half of the season: An analysis on 14:40 - Jan 1 with 40 viewsPinewoodblue

Thanks for the time you must have spent in this analysis.

It also supports my gut feeling that neither Coventry, nor B’oro will avoid the play offs.

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