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Archive for the 'Playoffs' Category

Ray Allen’s Hot Streak

7th June 2010

In case you missed last night's game, Ray Allen went crazy from beyond the arc in the first half, knocking down his first seven 3-point shots of the contest. As Henry Abbott notes, Allen is a career 40% shooter from beyond the arc, on 6678 career attempts. So Henry asks:

"If you hit 40% of the time, and take 6,678 shots, how often would you end up with seven or more makes in a row?

Does Allen do that more often than you'd expect? (Bring on your probabilities!) If the answer is yes, then let's talk about the hot hand. But if the answer is no, well then let's appreciate this is the kind of night good shooters have sometimes, even without the supernatural."

Let's address the first question -- on average, how many runs of 7 straight 3-pointers would you expect a Ray Allen-like career (40% shooter, 6678 shots) to contain? And what's the probability that he would do it at least once in his career? Well, there's no easy way to set this up in equation form, because you have to account for the possibility of multiple sequences containing at least 7 consecutive makes, which would require some heavy-duty combinatorics. Instead, when confronted with a problem like this, I like to set up a Monte Carlo simulation and derive the probabilities by running a large number of trials (for other examples of posts where I did this, see here, here, here, here, and... well, you get the idea).

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Posted in Playoffs, Statgeekery | 27 Comments »

When Ray Allen Plays 30 Minutes…

4th June 2010

After last night's Laker rout, in which a foul-troubled Ray Allen only took the floor for 27 minutes, I wondered how important it was for the Celtics to have Allen play a substantial amount of time. Because while he may be the 3rd-best player on the team (4th-best if Garnett is anything like his vintage self), his ability to knock down huge threes has been indispensable to Boston over the past 3 years, especially in these playoffs.

To make a quick-and-dirty test on how important it was for Allen to play 30 or more minutes in a game, I created a sort of bastardized version of Adjusted Plus-Minus (using RS + playoff data in the "Big Three" era -- 2008-10) that predicts a team's homecourt-adjusted efficiency differential in every game based on whether or not any given player played at least 30 minutes or not in the game (a 48 minute game, that is -- the threshold was proportionally higher for OT games).

Controlling for the player's teammates and opponents in the game, we can get a rough estimate of what the impact in efficiency differential is on a given player playing 30 or more MPG. Here are the results for all 450 players who had a 30+ minute game in the past 3 years (except Lorenzen Wright, who had 1 such game and was dropped due to singularity issues).

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Posted in Analysis, Playoffs, Statgeekery | 9 Comments »

NBA Finalists That Improved the Most In the Playoffs

2nd June 2010

One of the biggest storylines of the 2010 playoffs has obviously been the Boston Celtics' totally unexpected postseason turnaround. From late December through the end of the regular season, the Celts were a very mediocre ballclub (literally average: they were .500 after Christmas), but in the playoffs they have looked -- and played -- like a completely different team, very nearly channeling the dominance of their 2008 championship squad. And lost amid the stories of Boston's playoff about-face has been the fact that the Lakers, owners of barely an above-average offense during the regular season, have morphed into an offensive juggernaut once again, as they were during the 2008 and 2009 regular seasons. In the history of the NBA, have any Finalists changed their identities more during the playoffs?

To answer that question, let's briefly go back to yesterday's post... There, I introduced a method of estimating team offensive and defensive ratings (points scored and allowed per 100 possessions) for years prior to 1974, which essentially opens up all of NBA history to us for studies like this (except 1951 -- unbelievably, they didn't even track rebounds that year). Today I want to use the same framework to see which Finalists most outperformed what we would have expected their playoff offensive & defensive ratings to be, given their regular-season numbers and the RS numbers of their playoff opponents.

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Posted in Analysis, History, Playoffs, Statgeekery | 5 Comments »

Most Similar NBA Finalists & Finals Matchups

1st June 2010

You might think the most similar Finals matchup to this week's upcoming Celtics-Lakers showdown is the one that took place between the same teams just two years ago. After all, most of the cast of characters is exactly the same as it was in '08, with the primary superficial differences being that Andrew Bynum is available for L.A. this time, Rajon Rondo has improved from a role player to a legit star for Boston, and Ron Artest was added to the Lakers in Trevor Ariza's Vladimir Radmanovic's place.

However, the 2010 versions of both teams are actually dramatically different from their '08 incarnations when you look at their offensive & defensive performances relative to the league. To study this, I wanted to look at how said performances stack up to those of past NBA Finalists, and what the most comparable historical matchup is to this year's Lakers-Celtics duel. In order to measure offensive and defensive efficiencies for teams that played before 1973-74 (when the league didn't track the necessary data to calculate possessions), I had to develop a way to estimate possessions used from the stats that were kept back to 1951 (before 1951, they didn't even track rebounds!). I found that the best formula to predict a team's possessions used from the basic team totals that existed going back to 1950-51 was this:

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Posted in Analysis, History, Playoffs, Statgeekery | 23 Comments »

Mega 2010 NBA Finals Preview: L.A. Lakers vs. Boston Celtics

31st May 2010

2010 Playoffs Home2010 Playoff Previews

West #1 Los Angeles Lakers (69-29)

Coach: Phil Jackson
SRS: 4.78 (5th of 30) ▪ Pace Factor: 92.8 (14th of 30)
Offensive Rating: 108.8 (11th of 30) ▪ Defensive Rating: 103.7 (4th of 30)

How They Got Here:
Won NBA Western Conference Finals (4-2) versus Phoenix Suns
Won NBA Western Conference Semifinals (4-0) versus Utah Jazz
Won NBA Western Conference First Round (4-2) versus OKC Thunder

2010 Lakers Playoff Stats

Regular Season Four Factors:

Team eFG% Rank TOV% Rank ORB% Rank FT/FGA Rank
Los Angeles Lakers 0.496 15 0.124 5 0.276 7 0.221 18
Los Angeles Lakers - Opp 0.484 6 0.132 18 0.256 9 0.195 2

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Posted in Analysis, Playoffs | 16 Comments »

Career Playoff Quality of Defenses Faced (1991-2010)

28th May 2010

Yesterday, we had a discussion about Kobe Bryant's surprisingly Vince Carter-esque numbers in career "crucial" games (defined as a Conference Semifinal game or later; Game 3 or later; series tied, within 1 game either way, or an elimination game for the trailing team). A commenter brought up the possibility that Bryant had faced tougher defenses than other stars in his playoff career, so today I'm going to run the numbers for players since 1991 and see who actually has faced the toughest defenses in their playoff careers, first in all games, then just in "crucial" games.

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Posted in Analysis, Data Dump, Playoffs, Statgeekery | 37 Comments »

Seizing the Moment in Crucial Games

27th May 2010

After watching Marv Albert's fantastic interview with President Obama a few nights ago, I ended up unearthing this old video, Marv's dramatic setup for Game 5 of the 1997 Finals:

Marv was at his best in that clip, practically lending biblical overtones to John Stockton's feats in Game 4, and I was so inspired by Albert's proclamation that Stock "seized the moment like few others in NBA history" that I wanted to find the players who had the best career performances in crucial games like that Game 4.

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Posted in Data Dump, History, Playoffs, Statgeekery | 25 Comments »

Which Remaining Team Plays Its Best Lineups the Most?

26th May 2010

At the MIT Sloan Sports Analytics Conference in March, Mavs owner Mark Cuban remarked that he could tell which teams used advanced stats and which didn't simply by looking at who their most frequent lineups were. For instance, some teams put out combinations where Cuban said he understood why the coaches thought it would be good for the team, but the +/- numbers showed that the team was losing badly when that group was on the floor. So one way of evaluating coaches is to look at their most frequently-used lineups and see how they match up with a list of the team's most effective lineups by either adjusted +/- or, in the absence of that, raw +/-. Here's how the remaining four coaches (Alvin Gentry, Phil Jackson, Doc Rivers, & Stan Van Gundy) have been doing so far:

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Posted in Analysis, Playoffs, Statgeekery | 16 Comments »

The 2010 Suns at Staples Center

25th May 2010

What is it about the Phoenix Suns and Staples Center this season? The Lakers are a good home team, having gone 34-7 with a +8.5 PPG differential in L.A. this season, so that's a big part of the explanation. But when Phoenix plays them there, their problems seem to go further than typical home-court advantage effects -- look at the difference between the Suns' Four Factors at Staples and at the US Airways Center:

2010 Suns vs. Lakers
Location PtsF PtsA win loss Pace ORtg eFG% Tov% Orb% FTr DRtg oeFG% oTov% oOrb% oFTr
@PHO 332 314 2 1 94.4 117.2 50.6 10.6 27.4 31.6 110.8 51.5 14.8 27.0 17.7
@LAL 409 481 0 4 95.4 107.2 48.3 14.4 29.1 20.6 126.0 60.3 12.8 29.1 21.2

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Posted in Analysis, Playoffs, Statgeekery | 9 Comments »

Playoff “Quarterbacks”: Rajon Rondo or Tom Brady?

24th May 2010

As an announcer, Mark Jackson sure loves to repeat himself. Whether it's "Mama there goes that man," "Hand down, man down," or my personal favorite, "Grown man move" (clip unavailable), Jackson's canned go-to phrases are a staple of any ESPN broadcast -- especially when cutting to a commercial break, serving to punctuate an important replay with, well, words that have lost all meaning.

Recently, though, Jackson's been repeating another comment he began to make during Rajon Rondo's triple-double vs. Cleveland two weeks ago. Here's a variation from Saturday night:

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Posted in Analysis, History, Insane ideas, Just For Fun, Playoffs | 10 Comments »