Advanced Statistical Plus/Minus on Website

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DSMok1
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Advanced Statistical Plus/Minus on Website

Post by DSMok1 »

I have now posted ASPM numbers for the current season on my website, at http://godismyjudgeok.com/DStats/aspm-a ... 2012-aspm/

I'll try to update them regularly...

I have revised and simplified the ASPM formula somewhat while still maintaining high R^2 onto 8 year RAPM--I'll write up the latest (and simplest) formula shortly. The Excel spreadsheet linked to on my site also has the latest formula.
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Crow
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Re: Advanced Statistical Plus/Minus on Website

Post by Crow »

Thanks, I'll give it a look.


P.S. I assume you saw this in the BPI thread from bbstats:

"Note to self: convince Daniel to include efficiency * minutes% to improve SPM's R^2 against rAPM to create world's best power rating system..."

P.P.S. I see few names I recognize in the college top 50 VORP list. All stats in college are not the same of course in the eyes of NBA evaluators and probably shouldn't be. A SOS adjusted VORP might be an interesting additional product (since college RAPM seems unlikely or unlikely to be that accurate).
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Re: Advanced Statistical Plus/Minus on Website

Post by DSMok1 »

ASPM and VORP are already SoS adjusted. Many of the top players in college are already seniors (have maxed out potential much more) or simply have already maximized their (limited compared to NBA standards) athletic ability.

As to the "efficiency * minutes% to improve SPM's R^2 against rAPM ", I'll ask Nathan what he means.
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Crow
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Re: Advanced Statistical Plus/Minus on Website

Post by Crow »

"ASPM and VORP are already SoS adjusted"

Ok, thanks for the clarification.
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Re: Advanced Statistical Plus/Minus on Website

Post by Statman »

Crow wrote:Thanks, I'll give it a look.


P.S. I assume you saw this in the BPI thread from bbstats:

"Note to self: convince Daniel to include efficiency * minutes% to improve SPM's R^2 against rAPM to create world's best power rating system..."

P.P.S. I see few names I recognize in the college top 50 VORP list. All stats in college are not the same of course in the eyes of NBA evaluators and probably shouldn't be. A SOS adjusted VORP might be an interesting additional product (since college RAPM seems unlikely or unlikely to be that accurate).
Where is this college VORP list?
xkonk
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Re: Advanced Statistical Plus/Minus on Website

Post by xkonk »

Statman wrote: Where is this college VORP list?
http://godismyjudgeok.com/DStats/aspm-and-vorp/
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Re: Advanced Statistical Plus/Minus on Website

Post by Statman »

xkonk wrote:
Statman wrote: Where is this college VORP list?
http://godismyjudgeok.com/DStats/aspm-and-vorp/
Thanks! Great stuff - plus the charts & such are so pretty.... ;)
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Re: Advanced Statistical Plus/Minus on Website

Post by bbstats »

Daniel,

If you want to increase the R^2 value of any SPM against APM, doing Minutes%*TeamEffMgn increases it significantly on a year-by-year basis. Once you did that, your team adjustments would probably be smaller and therefore more intuitive/parsimonious.

Just a thought.
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Re: Advanced Statistical Plus/Minus on Website

Post by DSMok1 »

bbstats wrote:Daniel,

If you want to increase the R^2 value of any SPM against APM, doing Minutes%*TeamEffMgn increases it significantly on a year-by-year basis. Once you did that, your team adjustments would probably be smaller and therefore more intuitive/parsimonious.

Just a thought.
Right now, I have a MPG term, and then a team eff margin number added or subtracted at the end to adjust for opposition/stuff not measured. What exactly does the min%*TeamEff term do? I guess I could throw it into the regression and see if it would help my R^2.
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Re: Advanced Statistical Plus/Minus on Website

Post by DSMok1 »

I have finally gotten around to writing up the background and derivation of ASPM on my website, here: http://godismyjudgeok.com/DStats/aspm-and-vorp/
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Re: Advanced Statistical Plus/Minus on Website

Post by bbstats »

Thanks for the writeup Daniel, it's pretty insightful! I wish more people took approaches like this.

My only real comment:
Why is AST% inside the usage% * () term? BB-ref's Usage% only includes FGA, FTA, and TOV. Unless you're using a different usage%, of course.

EDIT: NEVERMIND. I am a bad reader.
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Re: Advanced Statistical Plus/Minus on Website

Post by DSMok1 »

I just added an interactive graph of ASPM vs. RAPM for the dataset used. http://godismyjudgeok.com/DStats/aspm-and-vorp/
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deepak
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Re: Advanced Statistical Plus/Minus on Website

Post by deepak »

This is really cool. A small correction: Chuck Hayes should be listed as a 4 or 5. He is not a 3.
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Re: Advanced Statistical Plus/Minus on Website

Post by huevonkiller »

I like the explanation in this link. Your graphs are very cool.
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Re: Advanced Statistical Plus/Minus on Website

Post by DSMok1 »

deepak wrote:This is really cool. A small correction: Chuck Hayes should be listed as a 4 or 5. He is not a 3.
I generated a system to estimate the position a player plays based on height, weight, and statistics--I couldn't find an easy database that actually listed all of the player's positions, beyond Basketball-Reference's "G, F, C" nomenclature. Some people will be misidentified because of that. If you've got a better source, let me know.
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