Home > Soccer Forum > World of Soccer > Statistics and Analysis

Reply
 
Thread Tools Search this Thread Rate Thread Display Modes
Old 02 Nov 2003, 07:05 PM   #1
JG
BigSoccer Member+
 
Join Date: Jun 1999
Location: Central Time Zone!
Default MLS--fun with the team statistics and the poisson distribution

On the thread that inspired the formation of this forum, we discussed ways to predict team records from their goals scored and goals against. It was determined that using a Poisson distribution for goals would work well.

I did some playing with this year's MLS records...here's what I found.

First I compared each teams actual points to their predicted points:


Code:
Team         GF  GA  Pts PrPts  Diff
Chicago      53  43  53  47.91  +5.09 
MetroStars   40  40  42  41.10  +0.90
New England  55  47  45  46.60  -1.60  
DC United    38  36  39  42.36  -3.36
Columbus     44  44  38  41.31  -3.31
San Jose     45  35  51  48.08  +2.92
Colorado     40  45  40  37.87  +2.13
Kansas City  48  44  42  44.02  -2.02
Los Angeles  35  35  36  40.78  -4.78
Dallas       35  64  23  24.22  -1.22

"PrPts" is predicted points.

The average error of 2.7 points is comparable to what I've gotten with European leagues.

Next, I compared each teams predicted record to their predicted record if they had scored/allowed a league average amount of goals (43.3), generating a number for how many points their offense and defense had earned of lost...for example, Chicago
won just over two games by scoring 53 goals instead of 43.3.

Code:
Team          Off    Def 
Chicago      +6.45  +0.20  
MetroStars   -2.34  +2.16  
New England  +7.67  -2.36   
DC United    -3.83  +4.87  
Columbus     +0.49  -0.45  
San Jose     +1.18  +5.64  
Colorado     -2.31  -1.07  
Kansas City  +3.20  -0.45  
Los Angeles  -6.11  +5.50  
Dallas       -5.25  -11.07  

By comparing the amount of goals scored above/below the league average with the offensive rating in the above table, we can get the amount of "goals per win" for each team--for example Chicago scored 9.7 goals above the league average, which helped their team earn 6.45 points. 9.7/6.45*3=4.51 goals per win.

Code:
Team         Off    Gls   GPW
New England +7.67  +11.7  4.58
Chicago     +6.45  +9.70  4.51
Kansas City +3.20  +4.70  4.41
San Jose    +1.18  +1.70  4.32	
Columbus    +0.49  +0.70  4.29
Colorado    -2.31  -3.30  4.29  
MetroStars  -2.34  -3.30  4.23
DC United   -3.83  -5.30  4.15
Dallas      -5.25  -8.30  4.74
Los Angeles -6.11  -8.30  4.08
"Gls" = goals scored vs. the league average.
GPW = goals per win.

So an MLS team needs to score 4-5 extra goals over a season to win another game...with the exception of Dallas the higher-scoring teams need to score a bit more to win another game. For defenses the numbers are a bit higher, but still between 4 and 5 goals needed to make a one-game difference.

Last edited by JG; 02 Nov 2003 at 07:45 PM.
JG is offline   Quote 

TRY BIGSOCCER
NOW!
NEWS, SCORES & TABLES FOR 1,300 CLUBS

Connect in the web's largest forums.
Blog about soccer from your point of view.
Shop 17,000 authentic soccer items.




On sale for $21.99
at our soccer store

On sale for $49.99
or buy soccer jerseys

Old 02 Nov 2003, 07:46 PM   #2
JG
BigSoccer Member+
 
Join Date: Jun 1999
Location: Central Time Zone!
Default

Formatting tables is fun.
JG is offline   Quote 
Old 02 Nov 2003, 08:51 PM   #3
superdave
Best team of this era
 
superdave's Avatar
 
Join Date: Jul 1999
Location: Raleigh

Supporter: DC United, Blackburn Rovers FC
Foe: New York Red Bulls
Default Re: MLS--fun with the team statistics and the poisson distribution

Quote:
Originally posted by JG
So an MLS team needs to score 4-5 extra goals over a season to win another game...with the exception of Dallas the higher-scoring teams need to score a bit more to win another game. For defenses the numbers are a bit higher, but still between 4 and 5 goals needed to make a one-game difference.
Please clarify something. Bill James found in the 80's (with the offensive explosion since then, the numbers probably don't still hold) that a team needed to get 10 extra runs to move up a full game over .500. By that I mean, if you outscore your opponents by 20, you expect to go 83-79, NOT 82-80. When you talk about winning an extra game, do you also mean NOT LOSING an extra game? If you outscore your opposition by 9, will you win 2 more games than you lose, or 4?

It's probably obvious from your chart, but I don't have the statistical background for that. Anyway, if in my example it's 4 games, that sounds about right to me, but I'm still a bit surprised the number isn't lower. If it's 2 games, then I'm really surprised.
superdave is online now   Quote 
Old 02 Nov 2003, 08:59 PM   #4
beineke
BigSoccer Member
 
Join Date: Sep 2000
Default Re: MLS--fun with the team statistics and the poisson distribution

Quote:
Originally posted by JG
So an MLS team needs to score 4-5 extra goals over a season to win another game...with the exception of Dallas the higher-scoring teams need to score a bit more to win another game. For defenses the numbers are a bit higher, but still between 4 and 5 goals needed to make a one-game difference.
Great work ... IMO, this is a very interesting result. Intuitively, I would've thought that fewer goals would buy you an extra win.

At some point, I'd like to go back to those save percentages and see how much of a difference a good shot-stopper might make.
beineke is offline   Quote 
Old 02 Nov 2003, 09:31 PM   #5
JG
BigSoccer Member+
 
Join Date: Jun 1999
Location: Central Time Zone!
Default Re: Re: MLS--fun with the team statistics and the poisson distribution

Quote:
Originally posted by superdave
When you talk about winning an extra game, do you also mean NOT LOSING an extra game?
Yeah, that's what I mean...a team that outscores its opponents by 9 goals would be about 4 games over .500.

The number of goals to get the extra win increases as teams get farther from .500...but usually that's not a huge problem in MLS.
JG is offline   Quote 
Old 02 Nov 2003, 10:08 PM   #6
ChrisE
BigSoccer Member+
 
Join Date: Jul 2002
Location: Chicago, IL
Default Re: Re: MLS--fun with the team statistics and the poisson distribution

Quote:
Originally posted by beineke
Great work ... IMO, this is a very interesting result. Intuitively, I would've thought that fewer goals would buy you an extra win.

At some point, I'd like to go back to those save percentages and see how much of a difference a good shot-stopper might make.
Beineke, I compiled, I believe, teams' save percentages throughout MLS history. I tried doing a regression analysis, but seeing as it was the first time I'd ever tried anything remotely like that, I botched it pretty badly. If you feel like doing the work, I can give you the numbers.

(sorry to hijack your thread, JG)
ChrisE is offline   Quote 
Old 03 Nov 2003, 10:10 AM   #7
beineke
BigSoccer Member
 
Join Date: Sep 2000
Default

From what I remember, after we adjusted for offsides, there was maybe a 10% gap from the best shotstopping defense to the worst (although most teams were nearly indistinguishable). If a team allows 5 shots on goal per game, the goalkeeping gap would be 15 goals over an entire season ... and 15 goals maps out to about 10 extra points.

Conclusion: Because the Burn finished 13 points behind LA, even Tim Howard couldn't have gotten them into the playoffs.
beineke is offline   Quote 
Share

Reply

  Home > Forums > World of Soccer > Statistics and Analysis


On sale for $149.99
at our soccer store

On sale for $17.99
or buy soccer jerseys

Share
Thread Tools Search this Thread
Search this Thread:

Advanced Search
Display Modes Rate This Thread
Rate This Thread:

Forum Jump

World of Soccer
On The Pitch
Equipment & Gear
Soccer Store
England
Europe
USA
Americas
Asia, Oceania & Africa
Women's Soccer
Not Soccer Related
Customer Service







All times are GMT -5. The time now is 12:25 PM.



 

Copyright © 2009 Big Internet Group, LLC. All rights reserved. PRIVACY POLICY. TERMS OF USE.
The BigSoccer name and logo and 'Share the Passion!' are service marks of Big Internet Group, LLC.
The BIG Network: Soccer | Aussie Rules Football | Travel | Cricket | Lacrosse | Music
Views expressed by the bloggers and users of BigSoccer do not represent the views of Big Internet Group, LLC.