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Archive for the 'Analysis' Category

Best Records vs. Top-4 Seeds, 1984-2010

17th December 2010

This is sort of a random data dump/trivia post, but this old Doug Drinen post about NFL teams' records vs. fellow playoff participants inspired me to run a similar query for NBA top-4 seeds' records against other top-4 seeds (in either conference). Since the NBA expanded to 16 playoff teams in 1984, here are the top-4 seeds with the best records vs. their fellow top-4 seeds:

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Posted in Analysis, History, Playoffs, Totally Useless, Trivia | 13 Comments »

Tyrus Thomas

16th December 2010

Tyrus Thomas is in some pretty heady company this season:

Player Tm G GS MP USG% ORtg DRtg
Dwyane Wade MIA 26 26 927 31.3 112 99
LeBron James MIA 27 27 1000 31.8 111 99
Tyrus Thomas CHA 22 1 454 26.1 111 100

(For single seasons; played in the NBA/BAA; in the regular season; in 2010-11; requiring Offensive Rating >= 110 and Usage Pct >= 26 and Defensive Rating <= 101 and Minutes Played >= 450; sorted by descending Win Shares Per 48 Minutes.)

Now, the defensive rating might overstate Thomas' case (although the Bobcats are 4 pts/100 poss. better on D when he's in the game), but even if you remove the defensive rating requirement, he's still in a good group:

Player Tm G GS MP USG% ORtg PER TS% eFG% ORB% DRB% TRB% AST% STL% BLK% TOV% DRtg OWS DWS WS WS/48
Manu Ginobili SAS 24 24 765 26.5 120 24.3 0.630 0.557 1.9 11.4 6.7 25.3 2.9 0.7 13.9 102 2.7 1.3 3.9 0.245
Dirk Nowitzki DAL 25 25 909 28.7 118 25.1 0.640 0.589 2.6 20.8 12.3 12.6 1.1 1.9 11.1 102 2.8 1.5 4.3 0.228
Deron Williams UTA 26 26 989 27.0 120 24.9 0.604 0.530 2.1 10.3 6.3 44.8 1.9 0.4 14.7 108 3.8 0.9 4.7 0.226
Kobe Bryant LAL 26 26 859 35.6 114 26.0 0.557 0.487 3.8 13.3 8.8 26.3 2.0 0.3 10.5 106 2.9 1.0 3.9 0.217
Dwyane Wade MIA 26 26 927 31.3 112 24.5 0.581 0.524 5.7 15.1 10.6 22.8 2.1 2.0 13.9 99 2.3 1.9 4.2 0.216
LeBron James MIA 27 27 1000 31.8 111 24.3 0.565 0.496 2.2 16.5 9.8 36.2 2.0 1.1 15.0 99 2.4 1.9 4.4 0.210
Kevin Martin HOU 25 25 792 28.4 120 21.7 0.626 0.519 0.9 9.6 5.3 13.3 1.0 0.4 10.8 114 2.9 0.1 3.0 0.182
Tyrus Thomas CHA 22 1 454 26.1 111 23.1 0.596 0.522 11.8 20.8 16.4 5.6 2.2 6.3 14.5 100 0.9 0.8 1.7 0.179
Russell Westbrook OKC 26 26 953 31.3 111 25.1 0.552 0.458 5.7 10.9 8.4 44.6 2.9 0.7 16.2 107 2.5 0.9 3.4 0.172
Amare Stoudemire NYK 26 26 978 30.6 111 24.1 0.602 0.545 7.5 20.5 14.1 11.9 1.2 3.8 14.8 108 2.3 0.9 3.2 0.157
Eric Gordon LAC 24 24 905 28.9 113 20.6 0.568 0.488 3.2 7.1 5.1 23.2 1.4 1.0 12.5 113 2.3 0.3 2.6 0.135
Luis Scola HOU 25 25 828 27.0 111 20.8 0.546 0.512 7.9 22.9 15.4 11.8 1.0 1.7 8.3 109 1.6 0.7 2.3 0.132

I'll also grant that Thomas is the only non-starter in the group, meaning the lineups he's faced have not been as strong as the others on that list.

Still, that's impressive production thus far... Thomas flies under the radar because he always seems to come off the bench for mediocre teams, but he's quietly having a strong season. With BBR Blog favorite Gerald Wallace slumping and suffering an ankle injury this week, Thomas now has a chance to show everyone what he can do in expanded minutes.

Posted in Analysis, Statgeekery | 8 Comments »

Likelihood of Recent Winning Streaks

14th December 2010

Although we're only a month and a half into the season, the 2010-11 campaign has already seen its share of impressive winning streaks. The Spurs rattled off 12 straight across almost the entire month of November (a streak matched by the Mavericks last week), the Lakers & Hornets each won 8 consecutive to start the year, and the Celtics, Heat, & Knicks are currently in the midst of 8+ game win streaks themselves. How probable have these runs of victories been?

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Posted in Analysis, Statgeekery, Statistical +/- | 6 Comments »

Kobe & the Percentage of a Team’s Points Produced

8th December 2010

I was messing around with the database this morning, and I decided to check out the 2010-11 leaders in the percentage of team points produced by a player while he's on the court:

Player Year Age Tm G MP PProd PProd%
Kobe Bryant 2011 32 LAL 21 697.0 537.1 34.0%
Russell Westbrook 2011 22 OKC 22 823.0 580.0 33.6%
LeBron James 2011 26 MIA 22 816.0 547.3 32.3%
Derrick Rose 2011 22 CHI 18 698.0 461.8 32.2%
Eric Gordon 2011 22 LAC 20 751.0 464.8 31.0%
Deron Williams 2011 26 UTA 22 832.0 525.9 30.6%
Devin Harris 2011 27 NJN 20 631.0 365.2 30.4%
Kevin Durant 2011 22 OKC 18 719.0 453.0 30.1%
Dwyane Wade 2011 29 MIA 21 737.0 456.4 29.8%
Steve Nash 2011 36 PHO 19 646.0 423.5 29.4%
Carmelo Anthony 2011 26 DEN 20 694.0 448.5 29.3%
Chris Paul 2011 25 NOH 20 688.0 391.8 28.8%
Amare Stoudemire 2011 28 NYK 22 811.0 519.2 28.8%
Dirk Nowitzki 2011 32 DAL 21 757.0 445.8 28.7%
Kevin Martin 2011 27 HOU 21 678.0 420.4 28.5%
Blake Griffin 2011 21 LAC 22 792.0 445.5 28.1%
Rodney Stuckey 2011 24 DET 21 684.0 369.1 28.1%
Kevin Love 2011 22 MIN 21 721.0 428.4 28.0%
Brandon Jennings 2011 21 MIL 20 705.0 369.2 27.8%
Monta Ellis 2011 25 GSW 21 832.0 489.9 27.8%

No doubt that this has been a good season so far for Kobe, but if he's producing 34% of L.A.'s points at age 32 on a team with Pau Gasol, Lamar Odom, Ron Artest, & co., what must his % have been around 2006 or so, when he was lining up with guys like Smush Parker and Brian Cook?

Curious, I dialed up the post-1977 single-season leaders in this stat:

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Posted in Analysis, History, Just For Fun, Statgeekery | 93 Comments »

Best Games Against a Team You Played For Last Season (1987-2010)

3rd December 2010

Facing his former team in Cleveland last night, LeBron James played like his vintage Cavs-era self, pouring in 38 points on 15-25 shooting with 8 assists in 30 minutes. That had me wondering, where did James' performance rank among historical instances of a player facing his ex-'mates the season after he left town?

So I ran a database query on all games since 1987 where a player was facing a team he had played for the previous season. And for the performance metric of choice, I want to introduce an adjusted plus/minus-based game score-style metric called "APMVAL". I basically ran an intercept-free regression between APM value over replacement (minutes * (APM + 6)) and raw box score totals, coming up with this formula:

APMVAL = 45*pts - 35*tsa + 18*reb + 30*ast + 72*stl + 41*blk - 75*tov - 39*pf

The best APMVAL game of the overall 1987-2010 period was Michael Jordan's 69-point outburst vs. Cleveland in 1990 (Kobe's 81-point game was 2nd). Here were the best games against a player's former team in the first season after his departure:

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Posted in Analysis, History, Statgeekery, Statistical +/- | 15 Comments »

What’s the Probability That James/Wade’s Declines Are Due to Chance?

30th November 2010

This post is a follow-up to this morning's piece about LeBron James & Dwyane Wade's current slumps, so should probably read that one first, if you haven't yet.

In response to the hand-wringing about Wade & James' sub-standard production thus far, some have suggested it's merely a pair of slumps that just happened to coincide with the duo joining forces in South Beach. How legitimate is this theory? Well, thanks to the magic of Monte Carlo simulation, I can test exactly how likely that explanation actually is.

Specifically, I'm going to simulate 10,000 18-game samples based on the career distribution of James & Wade's Hollinger Game Scores. (Yes, there are countless other, better metrics, but hey, this is a quick-n-dirty study.)

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Posted in Analysis, Statgeekery | 56 Comments »

Layups: Heat ‘Big Three’ Not the Sum of their Parts

30th November 2010

For those with ESPN.com "insider" subscriptions, here's John Hollinger on the Miami Heat's struggles (written before the Washington game, but the points still stand).

For those without, the basic gist is that Miami's supporting cast hasn't really played below expectations; if anything, they've exceeded them -- guys like James Jones & Zydrunas Ilgauskas are playing better than you would have expected from their 2010 stats. Instead, the biggest reason for the gulf between the Heat's preseason hype and actual on-court results (which, given their +6.82 SRS, haven't been quite as bad as the media suggests) is the obvious one: the simultaneous decline of Dwyane Wade, LeBron James, and to a lesser degree, Chris Bosh.

(ESPN's Tom Haberstroh has more on the psychology of Wade's struggles here.)

Just take a look at the trio's advanced stats together this year, vs. last season when they were apart:

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Posted in Analysis, Layups | 26 Comments »

Blowing Teams Out vs. Avoiding Being Blown Out

29th November 2010

Because the much-hyped 2011 Miami Heat have had such a bizarre season so far (they apparently have a knack for whipping bad teams but losing close games to good opponents), we've had to think harder about the nature of blowouts. For instance, are they really very predictive if they come against weak opponents?

Adapting an old Football Outsiders study to the NBA, I found that the answer is actually 'yes'. I also found that a team ranking system which gives a lot of weight to blowouts is more predictive than one which places less emphasis on lopsided games.

Now BBR reader "Anon x 2" asks another question:

"What if being blown out means a lot more than blowing someone out?"

Let's take a look using roughly the same methodology as the "Guts and Stomps" article.

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Posted in Analysis, History, Statgeekery | 20 Comments »

More Turkey Day Specials

24th November 2010

Here's a follow up to a post I made two years ago regarding the best Thanksgiving Day performances since 1987. I only looked at raw totals then, but this time around I think we should nerd it up with an overflowing cornucopia of advanced stats. Yum!

Hollinger Game Score

The most basic metric you might consider "advanced" is John Hollinger's Game Score. It's a simple linear weights formula based on his infinitely more complex Player Efficiency Rating, but the weights are a step up from something like TENDEX. Here are the best Thanksgiving games by game score since 1987:

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Posted in Analysis, History, Just For Fun, Statgeekery, Statistical +/-, Win Shares | 3 Comments »

2010-11 Surprise Teams (11-22-2010 edition)

22nd November 2010

Two weeks ago, I looked at the players who were under- and over-achieving the most so far this season. Today, I want to take the same concept and apply it to teams -- given the projected SPM performance levels of their players and the distribution of minutes to those players, which teams are currently playing better or worse than we would have expected?

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Posted in Analysis, Projections, Statgeekery, Statistical +/- | 11 Comments »