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Charles
Joined: 16 May 2005 Posts: 134
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Posted: Fri Jun 13, 2008 2:26 pm Post subject: Are large market playoff teams favored? |
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The NBA is a very high profile business, so protecting the integrity of its product is paramount. It is clearly in the league's own best interest to be seen as 100% impartial. However, the league also has an undeniable interest in maximizing media coverage and viewership. So, given the recent statements from Tim Donaghy, some subtle bias in favor of large market teams is a legitimate concern.
As a quick and dirty test, I looked at each playoff game over the past twelve seasons and took the difference between a team's regular season point differential and their opponent's point differential. I adjusted for home court advantage. Then I compared the game result to the "expected" result.
For example, suppose San Antonio is visiting Utah and the Spurs have a regular season point differential of +7.2 while the Jazz have a regular season differential of +1.2. The Spurs are expected to win by six points. However, since the Spurs are on the road we subtract 4.2 from their advantage for a final spread of +1.8. If San Antonio wins the game by four points then they performed +2.2 better than expected. We do that calculation for each of the Spurs 133 playoff games and get an average difference of +0.4 (within the expected range.)
Code: | Two teams have done much better in the playoffs than their regular season records suggested. The teams from the league's two largest cities -- New York and Los Angeles.
Unexplained Playoff Advantage
+2.4 NYK
+2.2 LAL
Then comes a group of four team with a one to two point "unexplained" edge -- mostly from mid-large markets. Btw, Toronto is North America's fifth largest city after Mexico City, New York, Los Angeles, and Chicago.
Unexplained Playoff Advantage
+1.7 CHI
+1.3 TOR
+1.2 BOS
+1.2 CHH
And, the rest of the teams.
Unexplained Playoff Advantage
+0.6 DET
+0.6 HOU
+0.4 SAS
+0.1 POR
+0.0 UTA
-0.1 DAL
-0.1 NJN
-0.3 IND
-0.5 MIL
-0.6 SAC
-0.9 PHI
-1.0 MIA
-1.2 ATL
-1.4 SEA
-1.8 PHO
-2.0 MIN
-2.2 ORL
-3.1 CLE
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Are large market teams being favored or is there some other explanation? |
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Brian M
Joined: 25 Nov 2006 Posts: 40
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Posted: Fri Jun 13, 2008 3:47 pm Post subject: |
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I don't know how much it affects the data, but in 1999 the Knicks were objectively much better in the playoffs than in the regular season. They underwent a significant overhaul by bringing in Camby and Sprewell, there were only 50 or so games for the team to gel due to the lockout, and Van Gundy didn't really begin trusting the new guys until late in the season. One might legitimately question Larry Johnson's 4 point play, but on the whole I'd expect the Knicks to look much better statistically in those playoffs than they did in the regular season, and not because of a refereeing bias. |
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Mountain
Joined: 13 Mar 2007 Posts: 1527
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Posted: Fri Jun 13, 2008 5:14 pm Post subject: |
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This is a timely start of a study.
I'd be interested in
1) how much of the big market edge was coming in home vs road games,
2) if there is a strong correlation of "unexplained playoff advantage" with free throw differential or FT/FGA game by game for the large market teams,
3) if there is a strong correlation of "unexplained playoff advantage" with opponent market size, and
4) what the regular season differential was between each playoff match-up and how much "unexplained playoff advantage" there is compared to that.
Referee bias is just one possible explanation. I wonder how much big market total team salary, or ability to attract free agents major and minor and retain players, or good fortune with or ability to pay / retain the best coaches and GMs may contribute to it as well.
A 12 year study is a decent length but does a 20+ year study show something similar. less or more pronounced?
If you split between pre and post modern salary cap system
what is the direction of the advantage? |
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Ryan J. Parker
Joined: 23 Mar 2007 Posts: 711 Location: Raleigh, NC
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Posted: Sat Jun 14, 2008 8:04 am Post subject: |
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Help us understand what we're talking about here... What are the odds a +2.4 or +2.2 differential happens by random chance? Just how unlikely is this, assuming everything else being equal? |
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Charles
Joined: 16 May 2005 Posts: 134
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Posted: Sat Jun 14, 2008 9:56 pm Post subject: |
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Brian M wrote: | I don't know how much it affects the data, but in 1999 the Knicks were objectively much better in the playoffs than in the regular season. They underwent a significant overhaul by bringing in Camby and Sprewell, there were only 50 or so games for the team to gel due to the lockout, and Van Gundy didn't really begin trusting the new guys until late in the season. One might legitimately question Larry Johnson's 4 point play, but on the whole I'd expect the Knicks to look much better statistically in those playoffs than they did in the regular season, and not because of a refereeing bias. |
Sounds reasonable. The samples are fairly small, so I would certainly interpret the results cautiously when it comes to individual teams. |
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Charles
Joined: 16 May 2005 Posts: 134
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Posted: Sat Jun 14, 2008 10:03 pm Post subject: |
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Mountain wrote: |
1) how much of the big market edge was coming in home vs road games, |
The samples are not large to start with, so breaking individual team records down further is probably not a good idea. However, the three top big market teams -- Knicks, Lakers and Bulls all showed considerable improvement from the regular season in both home and road playoff games. As a group...
Unexplained Playoff Advantage: NYK, LAL, CHI
Home +2.28 (141 games)
Road +1.92 (135 games)
Mountain wrote: | Referee bias is just one possible explanation. I wonder how much big market total team salary, or ability to attract free agents major and minor and retain players, or good fortune with or ability to pay / retain the best coaches and GMs may contribute to it as well.
A 12 year study is a decent length but does a 20+ year study show something similar. less or more pronounced?
If you split between pre and post modern salary cap system
what is the direction of the advantage? |
I am not suggesting it was referee bias. I am simply noting that large market teams have done better in the playoffs than their regular season records would have predicted. But, frankly, I don't understand why would you expect salary or any of the factors you mention to cause a team's scoring differential to increase from the regular season to the playoffs. Teams like Dallas and Phoenix have spent freely, retained excellent coaches but not seen their playoff results improve. |
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Charles
Joined: 16 May 2005 Posts: 134
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Posted: Sat Jun 14, 2008 10:06 pm Post subject: |
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Ryan J. Parker wrote: | Help us understand what we're talking about here... What are the odds a +2.4 or +2.2 differential happens by random chance? Just how unlikely is this, assuming everything else being equal? |
Interesting. An average increase of two points over expectations for 100+ games seems pretty substantial, but I didn't actually look at that.
Perhaps the more pertinent question is: what is the chance of the four teams from the largest markets being the exact same teams whose point differential improved the most during the playoffs? Even ignoring the fact that they fall in the correct order the chances of that happening randomly would be 4/30 * 3/29 * 2/28 * 1/27, So, about one in 25,000. |
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Mountain
Joined: 13 Mar 2007 Posts: 1527
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Posted: Sat Jun 14, 2008 11:21 pm Post subject: |
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The Bulls large market contributed to Jordan's superstar call and no-call patterns as it did for others. It helped support his very expensive salary in the last part of his run there- #1 on team salary in the league the final 2 years.
New York being big stage New York definitely played a role in attracting Riley (at top dollar) and brought with him Jeff VanGundy. (putting aside the Ewing draft issue). And for the 2 years that ended in appearances in Finals they were #1 and #2 on total team salary. Supported by a big market.
Big market LA and the big check there helped bring Phil Jackson and Shaq (and Charlotte's market size influenced Kobe's draft day posture). Total team salary was 4th, 6th and 12th in the 3peat years. And recently made luxury tax Gasol more feasible than for other teams.
And if the big revenue streams bought a more expensive set of quality players and coaches I am not that surprised that the highest expression of that quality comes out in the playoffs... after the playing of the 82 game prelude. Of course not every big market team got max advantage via spending related influences but it is part of the picture.
The fact that the very biggest markets show the biggest playoff performance gains is notable and does raise the question if market size / "importance" played some role as well.
By referee impact .... or maybe some boost from fan support, team swagger & intimidation? Plenty of factors contributing or arguably contributing.
Last edited by Mountain on Mon Aug 04, 2008 8:22 pm; edited 1 time in total |
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sptsjunkie
Joined: 17 Feb 2008 Posts: 16 Location: Los Angeles
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Posted: Mon Aug 04, 2008 7:00 pm Post subject: |
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As a Kings fan, I would love to believe it was all of the evil refs. However, another factor that probably inflates at least LA and Houston having higher than expected post-season results is that both of those teams were notorious for starting off the season slowly and saving energy and then getting in a rhythm and peaking right as the playoffs approached.
Is there a simialr correlation if you look at how teams performed in the final 1/3 of the regular season and the playoffs? |
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