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Archive for the 'Statgeekery' Category

The Best NBA Finals Performances Since 1991 (*according to statistical +/-)

9th June 2011

With the NBA Finals locked up 2-2, it seems like a good time to look at the best Finals performances in our database (which extends back to 1991 for playoff games). The metric of choice is Statistical Plus-Minus, an estimate of the player's contribution to the team's point differential per 100 possessions, using his boxscore stats as inputs. And, as an added twist, I weighted each game of the Finals according to its series leverage (the expected change in series win probability of the game in question relative to the series' overall average per-game change), meaning that performance counts more in the games that contain the most pressure. Here is every player in the dataset who played a minimum of 24 minutes per team game:

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Posted in Analysis, Data Dump, History, Playoffs, Statgeekery, Statistical +/- | 26 Comments »

LeBron James’ Lowest-Usage Playoff Games

8th June 2011

Last night was the lowest-usage game of LeBron James' playoff career, according to the BBR Glossary definition of Usage%:

Date Tm Opp Mp Fg 3p Ft Or-Tr As St Bk To Pf Pts Usg%
6/7/2011 MIA DAL 45.7 3-11 0-3 2-4 3-9 7 2 0 4 4 8 17.9
5/21/2007 CLE DET 45.4 5-15 0-0 0-0 1-10 9 4 1 2 1 10 17.9
5/31/2011 MIA DAL 45.3 9-16 4-5 2-2 0-9 5 1 0 1 4 24 18.7
5/22/2011 MIA CHI 43.9 6-13 1-2 9-9 1-6 10 2 2 0 4 22 20.7
4/27/2011 MIA PHI 41.7 5-13 2-5 4-5 3-10 8 1 0 3 2 16 20.8
4/21/2011 MIA PHI 44.3 8-15 1-4 7-10 1-15 6 1 0 1 1 24 21.2
6/2/2007 CLE DET 46.2 3-11 0-2 14-19 2-14 8 2 2 3 1 20 21.3
4/22/2007 CLE WAS 44.3 7-14 0-2 9-11 2-9 7 2 0 1 1 23 21.5
6/5/2011 MIA DAL 45.3 6-14 1-4 4-4 0-3 9 2 0 4 3 17 22.2
4/27/2010 CLE CHI 43.2 5-12 1-2 8-14 3-10 9 0 2 3 1 19 23.9

It also tied for the fewest shots he ever took in a playoff game, and represented the fewest points he ever scored in a playoff game.

Posted in Playoffs, Statgeekery, Trivia | 50 Comments »

2011 NBA Finals Series Win Probability After Game 4

8th June 2011

Miami's Series Win Probability Graph after Game 4 (Series tied 2-2):

Miami's Quarter-by-Quarter Series Win Probability Data:

Minutes Elapsed p(win)
0 53.3%
Game 1
12 52.0%
24 51.2%
36 57.7%
48 66.2%
Game 2
60 65.7%
72 65.1%
84 70.7%
96 46.0%
Game 3
108 54.0%
120 54.0%
132 54.1%
144 69.1%
Game 4
156 69.7%
168 72.8%
180 78.3%
192 55.2%

(For more info on the Series Win Probability methodology, click here)

Posted in Playoffs, Statgeekery | 37 Comments »

2011 NBA Finals Series Win Probability After Game 3

5th June 2011

Miami's Series Win Probability Graph after Game 3 (Miami leads 2-1):

Miami's Quarter-by-Quarter Series Win Probability Data:

Minutes Elapsed p(win)
0 53%
Game 1
12 52%
24 51%
36 58%
48 66%
Game 2
60 66%
72 65%
84 71%
96 46%
Game 3
108 54%
120 54%
132 54%
144 69%

(For more info on the Series Win Probability methodology, click here)

Posted in Playoffs, Statgeekery | 40 Comments »

2011 NBA Finals Series Win Probability After Game 2

3rd June 2011

Dallas' Series Win Probability Graph after Game 2:

Dallas' Quarter-by-Quarter Series Win Probability Data:

Minutes Elapsed p(win)
0 47%
12 48%
24 49%
36 42%
48 34%
60 34%
72 35%
84 29%
96 54%

(For more info on the Series Win Probability methodology, click here)

Honestly, just looking at the quarter-by-quarter stats vastly understates the magnitude of Dallas' comeback.

They were down 88-73 with 6 minutes and 19 seconds left in the game. Using the win probability methodology Wayne Winston laid out in Mathletics, a team winning by 15 at home with 6.32 minutes left in the game should win 99.978% of the time, putting the chances of a Dallas comeback at 1 in 4,550. As a second opinion, Ed Kupfer's win probability metric says a team winning by 15 at home with 6:19 to play should win 99.592% of the time, making the Mavs' comeback a 1 in 245 proposition.

Either way, Miami was less than a half of a percentage point away from taking a 2-0 lead to Dallas and giving themselves a 79% probability of winning a championship. Instead, they now sit at 46%. It's not quite on the level of Dallas blowing a 90% chance in 2006... but it's shockingly close.

Posted in Playoffs, Statgeekery | 33 Comments »

2011 NBA Finals Series Win Probability After Game 1

1st June 2011

Miami's Series Win Probability Graph after Game 1:

Miami's Quarter-by-Quarter Series Win Probability Data:

Minutes Elapsed p(win)
0 53.3%
12 52.0%
24 51.2%
36 57.7%
48 66.0%

For more info on the Series Win Probability methodology, click here.

Posted in Playoffs, Statgeekery | 22 Comments »

Biggest NBA Finals Collapses, 1992-2010

31st May 2011

With Dallas-Miami Part II tipping off tonight (not that it's really a rematch), I wanted to see whether the Mavs' loss in 2006 was the worst Finals collapse of the BBR era. We have linescores for every playoff game since 1992, which means I can calculate the home team's probability of winning at various checkpoints within a game:

Stage p(Home W)
Pregame 60.4%
After 1st Qtr =1/(1+EXP(-0.3599755-0.1122741*Home Margin))
After 2nd Qtr =1/(1+EXP(-0.2895922-0.1429087*Home Margin))
After 3rd Qtr =1/(1+EXP(-0.2041572-0.2117494*Home Margin))
Before any OT 52.4%

Combining those probabilities with the series win probabilities I found here, one can determine each team's probability of winning the series at a given checkpoint. This allows us to rank Finals collapses, pinpointing the moments within games where the eventual loser's series win probability was the highest:

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Posted in Analysis, History, Playoffs, Statgeekery | 13 Comments »

Do the Finals Contain the Best Teams in Each Conference?

30th May 2011

Although we like to think "the best team always wins a best-of-7 series", variance plays a much bigger role than we'd care to admit. I found here that the best team in a given season usually wins the NBA title about 48% of the time -- and that's actually an incredibly high rate compared to other sports like baseball (29%), pro football (24%), and college basketball (34%).

Truth be told, playoffs are mainly designed as entertainment, with "finding the best team" as a secondary goal. And there's nothing wrong with that. If we forced teams to play enough to have statistical certainty, it would require a completely impractical number of games. For the fan's sake, it is necessary to achieve a balance between watchability and the feeling that what we watched wasn't a total fluke. And really, the NBA probably does this better than any other sport.

But we still have to acknowledge that the best team does not always win, nor do the NBA Finals necessarily contain the best teams in each conference. Can we put a number on how probable it is that a given Finals matchup did in fact contain the best from each conference? Using a very simplified version of Prof. Jesse Frey's Method for determining the probability that a given team was the true best team in some particular year (with assists from these posts), I calculated that probability for every Finals matchup since 1984, when the playoffs expanded to 16 teams.

Here are those Finals, ranked from the greatest certainty that the two teams were their respective conferences' best to the least certainty:

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Posted in Analysis, History, Playoffs, Statgeekery | 10 Comments »

NBA Finals Preview: Miami vs. Dallas

28th May 2011

Miami Heat

58-24, 1st in NBA Southeast Division (Schedule and Results)
Coach: Erik Spoelstra (58-24)

PTS/G: 102.1 (8th of 30) ▪ Opp PTS/G: 94.6 (6th of 30)
SRS: 6.76 (1st of 30) ▪ Pace: 90.9 (20th of 30)
Off Rtg: 111.7 (3rd of 30) ▪ Def Rtg: 103.5 (5th of 30)
Expected W-L: 61-21 (2nd of 30)

Arena: AmericanAirlines Arena ▪ Attendance: 810,930 (4th of 30)

Playoffs:
NBA Finals versus Dallas Mavericks
Won NBA Eastern Conference Finals (4-1) versus Chicago Bulls
Won NBA Eastern Conference Semifinals (4-1) versus Boston Celtics
Won NBA Eastern Conference First Round (4-1) versus Philadelphia 76ers
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Posted in Playoffs, SRS, Statgeekery, Statistical +/-, Win Shares | 8 Comments »

BBR Rankings: Pre-Finals Schedule-Adjusted NBA Offensive and Defensive Power Ratings

27th May 2011

2010-11 NBA power rankings through the games played on May 26, 2011:

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Posted in BBR Rankings, SRS, Statgeekery | 18 Comments »