Which Teams Are Allocating Their Possessions Efficiently?
Posted by Neil Paine on January 3, 2011
Among the players in their most common lineup, which teams divvy up possession usage most efficiently?
To answer that question, let's use a method I introduced here. Just like that old post, this one is going to lean heavily on the concept of "skill curves", which says that a player's offensive efficiency drops as he shoulders more and more of a team's possessions. I realize this isn't always the case for all players -- but as a very general rule it holds, so let's pretend for a moment that this simple model does in fact explain the fundamental usage-efficiency tradeoff in basketball. Under those rules, a player using 18% (or fewer) of team possessions while on the court would see his efficiency change by 1.65 points of offensive rating for every 1% change in usage, a player using 18-23% would see a change of 1.24 pts of ORtg for every 1% of usage change, and a player using 23% or more would see a change of 0.82 pts per 1% change in usage.
To find every team's most common lineup, I gathered data from 82games.com, and scaled the sum of those players' season-long possession usages to equal 100%. I found their predicted lineup efficiency based on actual ORtgs and usage patterns, and also found the optimal distribution of possessions that would maximize offensive efficiency according to the rules above. The teams with the smallest difference between their actual usage pattern and the optimal pattern can be considered to be efficiently allocating their possessions.
Here are the teams, sorted by the squared difference between their actual and optimal usage patterns:
2010-11 Stats | In Lineup | Optimized | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Darren Collison | IND | mid | 29 | 841 | 378.9 | 395.3 | 104.3 | 22.9 | 1.24 | 21.3 | 106.2 | 20.3 | 107.5 | |
2 | Mike Dunleavy | IND | lo | 31 | 922 | 304.8 | 336.2 | 110.3 | 16.8 | 1.65 | 15.7 | 112.1 | 16.9 | 110.1 | |
3 | Danny Granger | IND | hi | 31 | 1139 | 595.9 | 600.9 | 100.8 | 26.5 | 0.82 | 24.8 | 102.3 | 24.5 | 102.5 | |
4 | Josh McRoberts | IND | lo | 30 | 656 | 204.1 | 217.8 | 106.7 | 15.8 | 1.65 | 14.7 | 108.4 | 15.3 | 107.5 | |
5 | Roy Hibbert | IND | hi | 32 | 918 | 455.0 | 452.7 | 99.5 | 25.1 | 0.82 | 23.5 | 100.9 | 23.0 | 101.3 | |
100.0 | 105.2 | 100.0 | 105.3 | 3.1 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Carlos Arroyo | MIA | lo | 34 | 767 | 201.0 | 232.8 | 115.8 | 13.8 | 1.65 | 12.0 | 118.9 | 13.5 | 116.3 | |
2 | Dwyane Wade | MIA | hi | 33 | 1195 | 703.0 | 791.5 | 112.6 | 31.0 | 0.82 | 26.9 | 116.0 | 26.8 | 116.1 | |
3 | LeBron James | MIA | hi | 35 | 1312 | 789.5 | 892.6 | 113.1 | 31.7 | 0.82 | 27.5 | 116.5 | 27.4 | 116.6 | |
4 | Chris Bosh | MIA | mid | 35 | 1240 | 539.8 | 617.8 | 114.5 | 22.9 | 1.24 | 19.9 | 118.2 | 19.7 | 118.4 | |
5 | Zydrunas Ilgauskas | MIA | lo | 35 | 623 | 186.2 | 204.1 | 109.6 | 15.7 | 1.65 | 13.7 | 113.1 | 12.6 | 114.8 | |
100.0 | 116.5 | 100.0 | 116.6 | 3.6 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Brandon Jennings | MIL | hi | 25 | 887 | 441.7 | 454.6 | 102.9 | 26.4 | 0.82 | 25.7 | 103.5 | 27.1 | 102.4 | |
2 | John Salmons | MIL | mid | 30 | 1060 | 408.0 | 402.8 | 98.7 | 20.4 | 1.24 | 19.9 | 99.4 | 17.7 | 102.0 | |
3 | Luc Mbah a Moute | MIL | lo | 30 | 754 | 173.7 | 174.6 | 100.5 | 12.2 | 1.65 | 11.9 | 101.1 | 12.3 | 100.4 | |
4 | Drew Gooden | MIL | hi | 20 | 492 | 215.5 | 217.3 | 100.8 | 23.2 | 0.82 | 22.6 | 101.4 | 24.2 | 100.0 | |
5 | Andrew Bogut | MIL | mid | 25 | 890 | 341.9 | 345.0 | 100.9 | 20.4 | 1.24 | 19.9 | 101.6 | 18.6 | 103.1 | |
100.0 | 101.5 | 100.0 | 101.6 | 10.6 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Rodney Stuckey | DET | hi | 29 | 940 | 451.7 | 500.4 | 110.8 | 25.8 | 0.82 | 27.1 | 109.8 | 29.7 | 107.6 | |
2 | Richard Hamilton | DET | hi | 30 | 796 | 376.9 | 389.4 | 103.3 | 25.5 | 0.82 | 26.7 | 102.3 | 25.0 | 103.7 | |
3 | Tayshaun Prince | DET | mid | 33 | 1067 | 406.6 | 445.0 | 109.4 | 20.5 | 1.24 | 21.5 | 108.2 | 20.9 | 108.9 | |
4 | Jason Maxiell | DET | lo | 27 | 504 | 125.5 | 127.3 | 101.4 | 13.4 | 1.65 | 14.0 | 100.4 | 12.3 | 103.3 | |
5 | Ben Wallace | DET | lo | 32 | 777 | 149.4 | 158.3 | 106.0 | 10.3 | 1.65 | 10.8 | 105.2 | 12.1 | 103.0 | |
100.0 | 105.7 | 100.0 | 105.8 | 15.0 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Stephen Curry | GSW | hi | 25 | 831 | 424.1 | 472.9 | 111.5 | 25.8 | 0.82 | 24.2 | 112.8 | 26.9 | 110.6 | |
2 | Monta Ellis | GSW | hi | 33 | 1350 | 735.3 | 799.0 | 108.7 | 27.5 | 0.82 | 25.9 | 110.0 | 26.1 | 109.9 | |
3 | Dorell Wright | GSW | mid | 33 | 1285 | 464.6 | 503.2 | 108.3 | 18.3 | 1.24 | 17.2 | 109.6 | 17.2 | 109.6 | |
4 | David Lee | GSW | mid | 25 | 924 | 391.9 | 408.4 | 104.2 | 21.4 | 1.24 | 20.1 | 105.8 | 17.1 | 109.5 | |
5 | Andris Biedrins | GSW | lo | 25 | 695 | 183.9 | 199.2 | 108.3 | 13.4 | 1.65 | 12.6 | 109.6 | 12.7 | 109.4 | |
100.0 | 109.7 | 100.0 | 109.9 | 16.4 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Rajon Rondo | BOS | mid | 21 | 804 | 343.3 | 369.8 | 107.7 | 22.6 | 1.24 | 21.4 | 109.1 | 19.6 | 111.4 | |
2 | Ray Allen | BOS | mid | 32 | 1174 | 438.3 | 502.2 | 114.6 | 19.7 | 1.24 | 18.7 | 115.8 | 21.0 | 113.1 | |
3 | Paul Pierce | BOS | mid | 32 | 1138 | 484.3 | 563.4 | 116.3 | 22.5 | 1.24 | 21.3 | 117.8 | 23.0 | 115.7 | |
4 | Kevin Garnett | BOS | mid | 30 | 949 | 374.4 | 418.2 | 111.7 | 20.9 | 1.24 | 19.8 | 113.0 | 20.3 | 112.3 | |
5 | Glen Davis | BOS | mid | 32 | 965 | 360.0 | 369.1 | 102.5 | 19.7 | 1.24 | 18.7 | 103.8 | 16.1 | 107.0 | |
100.0 | 112.0 | 100.0 | 112.2 | 18.5 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Mike Bibby | ATL | lo | 36 | 1069 | 319.1 | 361.8 | 113.4 | 15.9 | 1.65 | 15.5 | 114.0 | 15.7 | 113.7 | |
2 | Joe Johnson | ATL | hi | 27 | 983 | 470.0 | 493.5 | 105.0 | 25.4 | 0.82 | 24.9 | 105.5 | 23.1 | 107.0 | |
3 | Marvin Williams | ATL | lo | 30 | 899 | 268.7 | 304.7 | 113.4 | 15.9 | 1.65 | 15.5 | 114.0 | 15.7 | 113.8 | |
4 | Josh Smith | ATL | hi | 36 | 1229 | 557.7 | 577.6 | 103.6 | 24.1 | 0.82 | 23.6 | 104.0 | 21.6 | 105.7 | |
5 | Al Horford | ATL | mid | 36 | 1222 | 481.2 | 584.5 | 121.5 | 21.0 | 1.24 | 20.5 | 122.1 | 24.0 | 117.7 | |
100.0 | 111.2 | 100.0 | 111.4 | 20.1 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Andre Miller | POR | mid | 33 | 1078 | 456.1 | 505.4 | 110.8 | 22.9 | 1.24 | 22.8 | 111.0 | 21.9 | 112.1 | |
2 | Brandon Roy | POR | mid | 23 | 813 | 336.2 | 359.0 | 106.8 | 22.4 | 1.24 | 22.2 | 107.0 | 20.0 | 109.7 | |
3 | Nicolas Batum | POR | lo | 33 | 926 | 296.2 | 330.9 | 111.7 | 17.3 | 1.65 | 17.2 | 111.9 | 16.8 | 112.6 | |
4 | LaMarcus Aldridge | POR | hi | 34 | 1304 | 574.0 | 635.7 | 110.7 | 23.8 | 0.82 | 23.7 | 110.9 | 27.5 | 107.7 | |
5 | Marcus Camby | POR | lo | 31 | 876 | 230.3 | 246.6 | 107.1 | 14.2 | 1.65 | 14.1 | 107.2 | 13.8 | 107.8 | |
100.0 | 109.7 | 100.0 | 109.9 | 21.0 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Russell Westbrook | OKC | hi | 35 | 1243 | 786.9 | 847.5 | 107.7 | 32.6 | 0.82 | 30.6 | 109.4 | 26.9 | 112.4 | |
2 | Thabo Sefolosha | OKC | lo | 35 | 1035 | 198.6 | 218.4 | 110.0 | 9.9 | 1.65 | 9.3 | 111.0 | 10.9 | 108.2 | |
3 | Kevin Durant | OKC | hi | 31 | 1206 | 697.0 | 782.1 | 112.2 | 29.7 | 0.82 | 27.9 | 113.7 | 28.2 | 113.5 | |
4 | Jeff Green | OKC | mid | 28 | 1057 | 386.8 | 422.4 | 109.2 | 18.8 | 1.24 | 17.7 | 110.7 | 17.1 | 111.4 | |
5 | Serge Ibaka | OKC | lo | 35 | 910 | 275.2 | 331.0 | 120.3 | 15.6 | 1.65 | 14.6 | 121.8 | 16.9 | 118.1 | |
100.0 | 112.8 | 100.0 | 113.0 | 21.9 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Derrick Rose | CHI | hi | 31 | 1181 | 718.0 | 782.4 | 109.0 | 31.5 | 0.82 | 31.5 | 108.9 | 31.4 | 109.0 | |
2 | Keith Bogans | CHI | lo | 32 | 586 | 124.7 | 123.1 | 98.7 | 11.0 | 1.65 | 11.0 | 98.7 | 10.2 | 100.0 | |
3 | Luol Deng | CHI | mid | 32 | 1246 | 483.8 | 523.0 | 108.1 | 20.1 | 1.24 | 20.1 | 108.1 | 20.1 | 108.1 | |
4 | Taj Gibson | CHI | mid | 30 | 686 | 247.6 | 245.5 | 99.2 | 18.7 | 1.24 | 18.7 | 99.2 | 15.8 | 102.7 | |
5 | Joakim Noah | CHI | mid | 24 | 883 | 317.9 | 366.9 | 115.4 | 18.6 | 1.24 | 18.7 | 115.4 | 22.4 | 110.8 | |
100.0 | 107.0 | 100.0 | 107.3 | 22.8 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Devin Harris | NJN | hi | 32 | 1013 | 528.1 | 579.2 | 109.7 | 27.9 | 0.82 | 27.2 | 110.3 | 29.4 | 108.4 | |
2 | Anthony Morrow | NJN | lo | 25 | 853 | 248.3 | 279.2 | 112.4 | 15.6 | 1.65 | 15.2 | 113.1 | 16.3 | 111.1 | |
3 | Travis Outlaw | NJN | lo | 34 | 1088 | 339.9 | 332.5 | 97.8 | 16.7 | 1.65 | 16.3 | 98.5 | 12.5 | 104.8 | |
4 | Kris Humphries | NJN | lo | 34 | 846 | 250.8 | 283.3 | 113.0 | 15.8 | 1.65 | 15.4 | 113.6 | 16.7 | 111.6 | |
5 | Brook Lopez | NJN | hi | 34 | 1185 | 590.9 | 611.9 | 103.6 | 26.6 | 0.82 | 26.0 | 104.1 | 25.1 | 104.8 | |
100.0 | 107.7 | 100.0 | 108.0 | 23.1 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Jrue Holiday | PHI | hi | 33 | 1142 | 501.9 | 521.8 | 104.0 | 23.0 | 0.82 | 23.4 | 103.7 | 24.8 | 102.5 | |
2 | Jodie Meeks | PHI | lo | 25 | 617 | 191.0 | 209.3 | 109.6 | 16.2 | 1.65 | 16.5 | 109.1 | 16.5 | 109.2 | |
3 | Andre Iguodala | PHI | mid | 25 | 940 | 351.9 | 378.8 | 107.7 | 19.6 | 1.24 | 19.9 | 107.3 | 20.2 | 107.0 | |
4 | Elton Brand | PHI | mid | 32 | 1092 | 424.4 | 482.1 | 113.6 | 20.4 | 1.24 | 20.7 | 113.2 | 22.9 | 110.4 | |
5 | Spencer Hawes | PHI | mid | 33 | 682 | 251.4 | 243.5 | 96.8 | 19.3 | 1.24 | 19.6 | 96.5 | 15.6 | 101.4 | |
100.0 | 105.8 | 100.0 | 106.1 | 23.1 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Raymond Felton | NYK | hi | 33 | 1287 | 623.2 | 687.1 | 110.2 | 24.1 | 0.82 | 23.0 | 111.2 | 23.2 | 110.9 | |
2 | Landry Fields | NYK | lo | 33 | 1038 | 288.1 | 336.0 | 116.6 | 13.8 | 1.65 | 13.2 | 117.7 | 14.4 | 115.6 | |
3 | Wilson Chandler | NYK | mid | 33 | 1143 | 454.1 | 524.1 | 115.4 | 19.8 | 1.24 | 18.8 | 116.6 | 19.4 | 115.8 | |
4 | Danilo Gallinari | NYK | lo | 33 | 1146 | 386.2 | 477.2 | 123.5 | 16.8 | 1.65 | 16.0 | 124.8 | 18.0 | 121.5 | |
5 | Amare Stoudemire | NYK | hi | 33 | 1243 | 762.1 | 821.4 | 107.8 | 30.5 | 0.82 | 29.1 | 109.0 | 24.9 | 112.4 | |
100.0 | 114.6 | 100.0 | 114.8 | 23.3 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Daniel Gibson | CLE | mid | 31 | 912 | 372.4 | 401.9 | 107.9 | 21.1 | 1.24 | 20.5 | 108.6 | 21.2 | 107.8 | |
2 | Mo Williams | CLE | hi | 27 | 837 | 457.1 | 449.2 | 98.3 | 28.2 | 0.82 | 27.4 | 98.9 | 24.2 | 101.6 | |
3 | Anthony Parker | CLE | lo | 34 | 1041 | 310.9 | 311.2 | 100.1 | 15.4 | 1.65 | 15.0 | 100.8 | 13.3 | 103.6 | |
4 | Antawn Jamison | CLE | hi | 31 | 924 | 420.2 | 431.4 | 102.7 | 23.5 | 0.82 | 22.8 | 103.2 | 24.5 | 101.9 | |
5 | Anderson Varejao | CLE | lo | 30 | 959 | 271.4 | 307.5 | 113.3 | 14.6 | 1.65 | 14.2 | 114.0 | 16.9 | 109.6 | |
100.0 | 104.3 | 100.0 | 104.6 | 23.8 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | John Wall | WAS | hi | 20 | 726 | 354.3 | 355.5 | 100.3 | 25.2 | 0.82 | 25.2 | 100.3 | 25.8 | 99.8 | |
2 | Kirk Hinrich | WAS | lo | 30 | 1016 | 326.2 | 360.7 | 110.6 | 16.6 | 1.65 | 16.6 | 110.5 | 18.0 | 108.2 | |
3 | Al Thornton | WAS | lo | 28 | 707 | 239.3 | 245.9 | 102.8 | 17.4 | 1.65 | 17.5 | 102.7 | 16.1 | 105.1 | |
4 | Andray Blatche | WAS | hi | 27 | 961 | 460.7 | 430.1 | 93.4 | 24.7 | 0.82 | 24.8 | 93.3 | 21.3 | 96.2 | |
5 | JaVale McGee | WAS | lo | 31 | 844 | 259.7 | 297.7 | 114.6 | 15.9 | 1.65 | 15.9 | 114.5 | 18.9 | 109.7 | |
100.0 | 102.9 | 100.0 | 103.3 | 25.0 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Mike Conley | MEM | mid | 34 | 1220 | 485.8 | 521.5 | 107.3 | 20.5 | 1.24 | 19.4 | 108.7 | 18.8 | 109.4 | |
2 | O.J. Mayo | MEM | mid | 34 | 996 | 403.1 | 411.4 | 102.1 | 20.8 | 1.24 | 19.7 | 103.4 | 16.8 | 107.0 | |
3 | Rudy Gay | MEM | mid | 32 | 1284 | 570.2 | 620.3 | 108.8 | 22.9 | 1.24 | 21.6 | 110.3 | 20.6 | 111.6 | |
4 | Zach Randolph | MEM | hi | 30 | 1088 | 514.3 | 569.4 | 110.7 | 24.3 | 0.82 | 23.0 | 111.8 | 27.0 | 108.5 | |
5 | Marc Gasol | MEM | lo | 33 | 1101 | 365.4 | 414.5 | 113.4 | 17.1 | 1.65 | 16.2 | 114.9 | 16.8 | 113.9 | |
100.0 | 109.7 | 100.0 | 110.0 | 26.3 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Kyle Lowry | HOU | mid | 29 | 945 | 354.6 | 382.4 | 107.8 | 18.9 | 1.24 | 19.1 | 107.6 | 16.5 | 110.9 | |
2 | Kevin Martin | HOU | hi | 33 | 1031 | 558.7 | 668.8 | 119.7 | 27.3 | 0.82 | 27.6 | 119.5 | 31.4 | 116.4 | |
3 | Shane Battier | HOU | lo | 33 | 1001 | 259.4 | 289.2 | 111.5 | 13.1 | 1.65 | 13.2 | 111.3 | 12.9 | 111.8 | |
4 | Luis Scola | HOU | hi | 33 | 1079 | 555.3 | 595.3 | 107.2 | 26.0 | 0.82 | 26.2 | 107.0 | 23.1 | 109.6 | |
5 | Chuck Hayes | HOU | lo | 31 | 668 | 182.3 | 221.1 | 121.3 | 13.8 | 1.65 | 13.9 | 121.1 | 16.2 | 117.3 | |
100.0 | 113.1 | 100.0 | 113.5 | 36.5 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Derek Fisher | LAL | lo | 34 | 911 | 240.5 | 245.6 | 102.1 | 13.6 | 1.65 | 13.2 | 102.8 | 11.0 | 106.4 | |
2 | Kobe Bryant | LAL | hi | 34 | 1120 | 741.2 | 817.5 | 110.3 | 34.1 | 0.82 | 33.1 | 111.2 | 30.5 | 113.3 | |
3 | Ron Artest | LAL | lo | 34 | 910 | 256.4 | 267.4 | 104.3 | 14.5 | 1.65 | 14.1 | 105.1 | 12.2 | 108.2 | |
4 | Lamar Odom | LAL | mid | 34 | 1200 | 438.5 | 521.2 | 118.9 | 18.8 | 1.24 | 18.3 | 119.6 | 21.8 | 115.2 | |
5 | Pau Gasol | LAL | mid | 34 | 1288 | 551.5 | 668.7 | 121.2 | 22.1 | 1.24 | 21.4 | 122.1 | 24.4 | 118.3 | |
100.0 | 113.1 | 100.0 | 113.5 | 36.9 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Deron Williams | UTA | hi | 34 | 1287 | 687.7 | 814.7 | 118.5 | 28.3 | 0.82 | 27.9 | 118.8 | 32.2 | 115.3 | |
2 | Raja Bell | UTA | lo | 30 | 897 | 215.0 | 230.6 | 107.3 | 12.7 | 1.65 | 12.5 | 107.6 | 12.0 | 108.5 | |
3 | Andrei Kirilenko | UTA | lo | 32 | 1044 | 344.6 | 374.2 | 108.6 | 17.5 | 1.65 | 17.3 | 109.0 | 14.8 | 113.1 | |
4 | Paul Millsap | UTA | mid | 34 | 1178 | 469.0 | 557.5 | 118.9 | 21.1 | 1.24 | 20.8 | 119.2 | 22.8 | 116.8 | |
5 | Al Jefferson | UTA | mid | 34 | 1208 | 495.3 | 530.3 | 107.1 | 21.7 | 1.24 | 21.4 | 107.4 | 18.3 | 111.3 | |
100.0 | 113.3 | 100.0 | 113.8 | 38.1 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Jameer Nelson | ORL | hi | 28 | 851 | 394.0 | 445.2 | 113.0 | 24.2 | 0.82 | 22.6 | 114.3 | 27.9 | 109.9 | |
2 | Vince Carter | ORL | mid | 22 | 664 | 286.3 | 316.2 | 110.5 | 22.5 | 1.24 | 21.1 | 112.3 | 20.8 | 112.6 | |
3 | Quentin Richardson | ORL | lo | 27 | 601 | 165.3 | 170.9 | 103.4 | 14.4 | 1.65 | 13.4 | 104.9 | 12.2 | 107.0 | |
4 | Rashard Lewis | ORL | lo | 25 | 810 | 270.7 | 277.4 | 102.5 | 17.5 | 1.65 | 16.3 | 104.3 | 13.4 | 109.1 | |
5 | Dwight Howard | ORL | hi | 31 | 1096 | 593.7 | 628.7 | 105.9 | 28.3 | 0.82 | 26.5 | 107.4 | 25.7 | 108.1 | |
100.0 | 109.1 | 100.0 | 109.5 | 38.6 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Steve Nash | PHO | hi | 30 | 976 | 512.3 | 625.4 | 122.1 | 26.7 | 0.82 | 26.2 | 122.5 | 30.7 | 118.8 | |
2 | Jason Richardson | PHO | hi | 25 | 796 | 365.0 | 416.2 | 114.0 | 23.3 | 0.82 | 22.9 | 114.4 | 24.1 | 113.4 | |
3 | Grant Hill | PHO | mid | 32 | 975 | 389.6 | 461.7 | 118.5 | 20.3 | 1.24 | 20.0 | 119.0 | 20.3 | 118.6 | |
4 | Hedo Turkoglu | PHO | lo | 25 | 630 | 210.5 | 234.1 | 111.2 | 17.0 | 1.65 | 16.7 | 111.7 | 13.9 | 116.4 | |
5 | Channing Frye | PHO | lo | 32 | 982 | 278.9 | 295.8 | 106.1 | 14.5 | 1.65 | 14.2 | 106.5 | 11.0 | 111.7 | |
100.0 | 115.9 | 100.0 | 116.3 | 39.6 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Tony Parker | SAS | hi | 33 | 1096 | 546.7 | 623.1 | 114.0 | 25.7 | 0.82 | 23.0 | 116.2 | 24.3 | 115.2 | |
2 | Manu Ginobili | SAS | hi | 33 | 1041 | 517.3 | 609.6 | 117.8 | 25.6 | 0.82 | 23.0 | 120.0 | 26.5 | 117.0 | |
3 | Richard Jefferson | SAS | lo | 33 | 1045 | 328.1 | 390.8 | 119.1 | 16.2 | 1.65 | 14.5 | 121.8 | 15.3 | 120.5 | |
4 | DeJuan Blair | SAS | mid | 33 | 672 | 265.3 | 271.0 | 102.2 | 20.3 | 1.24 | 18.2 | 104.8 | 13.0 | 111.2 | |
5 | Tim Duncan | SAS | hi | 33 | 955 | 439.9 | 484.0 | 110.0 | 23.7 | 0.82 | 21.3 | 112.0 | 20.9 | 112.4 | |
100.0 | 114.9 | 100.0 | 115.4 | 42.7 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Jarrett Jack | TOR | mid | 13 | 347 | 157.3 | 153.7 | 97.7 | 23.0 | 1.24 | 22.8 | 98.0 | 18.8 | 102.9 | |
2 | DeMar DeRozan | TOR | mid | 33 | 1066 | 397.3 | 433.9 | 109.2 | 18.9 | 1.24 | 18.7 | 109.4 | 21.4 | 106.1 | |
3 | Linas Kleiza | TOR | mid | 31 | 809 | 338.8 | 327.0 | 96.5 | 21.2 | 1.24 | 21.0 | 96.8 | 17.4 | 101.2 | |
4 | Reggie Evans | TOR | lo | 15 | 409 | 95.1 | 101.4 | 106.6 | 11.8 | 1.65 | 11.7 | 106.7 | 14.0 | 102.8 | |
5 | Andrea Bargnani | TOR | hi | 27 | 938 | 481.0 | 504.8 | 104.9 | 26.0 | 0.82 | 25.8 | 105.1 | 28.3 | 103.0 | |
100.0 | 102.7 | 100.0 | 103.3 | 48.2 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Chauncey Billups | DEN | mid | 27 | 898 | 407.5 | 470.7 | 115.5 | 22.7 | 1.24 | 22.6 | 115.6 | 23.0 | 115.2 | |
2 | Arron Afflalo | DEN | lo | 32 | 1134 | 311.8 | 368.1 | 118.0 | 13.7 | 1.65 | 13.7 | 118.1 | 16.3 | 113.8 | |
3 | Carmelo Anthony | DEN | hi | 25 | 875 | 552.3 | 578.3 | 104.7 | 31.6 | 0.82 | 31.4 | 104.8 | 26.6 | 108.8 | |
4 | Shelden Williams | DEN | lo | 30 | 576 | 168.1 | 171.5 | 102.0 | 14.6 | 1.65 | 14.5 | 102.1 | 11.9 | 106.4 | |
5 | Nene Hilario | DEN | lo | 28 | 882 | 314.4 | 410.2 | 130.5 | 17.8 | 1.65 | 17.8 | 130.6 | 22.2 | 123.3 | |
100.0 | 113.3 | 100.0 | 114.0 | 56.4 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | D.J. Augustin | CHA | mid | 31 | 1063 | 376.7 | 448.7 | 119.1 | 18.7 | 1.24 | 17.7 | 120.4 | 24.4 | 112.1 | |
2 | Stephen Jackson | CHA | hi | 30 | 1073 | 531.8 | 528.2 | 99.3 | 26.2 | 0.82 | 24.7 | 100.5 | 23.7 | 101.4 | |
3 | Gerald Wallace | CHA | mid | 26 | 1013 | 410.3 | 415.1 | 101.2 | 21.4 | 1.24 | 20.2 | 102.6 | 18.5 | 104.8 | |
4 | Boris Diaw | CHA | lo | 31 | 1112 | 367.4 | 371.2 | 101.0 | 17.4 | 1.65 | 16.5 | 102.6 | 14.5 | 105.8 | |
5 | Nazr Mohammed | CHA | mid | 30 | 527 | 221.8 | 224.6 | 101.3 | 22.2 | 1.24 | 21.0 | 102.8 | 18.9 | 105.3 | |
100.0 | 105.3 | 100.0 | 106.0 | 57.5 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Beno Udrih | SAC | mid | 31 | 975 | 351.1 | 407.5 | 116.0 | 18.6 | 1.24 | 19.0 | 115.5 | 25.4 | 107.6 | |
2 | Tyreke Evans | SAC | hi | 29 | 1064 | 536.4 | 492.0 | 91.7 | 26.0 | 0.82 | 26.7 | 91.2 | 22.4 | 94.7 | |
3 | Omri Casspi | SAC | lo | 29 | 639 | 209.5 | 228.4 | 109.0 | 16.9 | 1.65 | 17.3 | 108.3 | 18.4 | 106.5 | |
4 | Carl Landry | SAC | mid | 31 | 856 | 340.1 | 358.6 | 105.4 | 20.5 | 1.24 | 21.0 | 104.8 | 22.1 | 103.5 | |
5 | Samuel Dalembert | SAC | lo | 29 | 579 | 174.7 | 155.6 | 89.0 | 15.6 | 1.65 | 16.0 | 88.4 | 11.7 | 95.4 | |
100.0 | 101.2 | 100.0 | 102.2 | 79.0 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Eric Bledsoe | LAC | mid | 34 | 892 | 320.1 | 299.5 | 93.6 | 18.7 | 1.24 | 17.9 | 94.6 | 12.5 | 101.3 | |
2 | Eric Gordon | LAC | hi | 32 | 1204 | 629.1 | 712.2 | 113.2 | 27.3 | 0.82 | 26.1 | 114.2 | 30.2 | 110.8 | |
3 | Al-Farouq Aminu | LAC | mid | 33 | 592 | 215.9 | 208.0 | 96.3 | 19.0 | 1.24 | 18.2 | 97.4 | 13.8 | 102.9 | |
4 | Blake Griffin | LAC | hi | 34 | 1260 | 658.3 | 732.4 | 111.3 | 27.3 | 0.82 | 26.1 | 112.2 | 29.1 | 109.8 | |
5 | DeAndre Jordan | LAC | lo | 34 | 808 | 190.4 | 215.8 | 113.3 | 12.3 | 1.65 | 11.8 | 114.2 | 14.5 | 109.7 | |
100.0 | 107.1 | 100.0 | 108.1 | 83.0 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Jason Kidd | DAL | mid | 33 | 1097 | 380.7 | 406.5 | 106.8 | 18.3 | 1.24 | 19.1 | 105.8 | 16.0 | 109.6 | |
2 | DeShawn Stevenson | DAL | lo | 30 | 466 | 136.6 | 165.5 | 121.1 | 15.5 | 1.65 | 16.1 | 120.1 | 17.2 | 118.3 | |
3 | Caron Butler | DAL | hi | 29 | 867 | 390.1 | 387.8 | 99.4 | 23.7 | 0.82 | 24.7 | 98.6 | 17.6 | 104.4 | |
4 | Dirk Nowitzki | DAL | hi | 29 | 1026 | 510.3 | 599.2 | 117.4 | 26.2 | 0.82 | 27.3 | 116.5 | 29.9 | 114.5 | |
5 | Tyson Chandler | DAL | lo | 32 | 892 | 206.9 | 275.8 | 133.3 | 12.2 | 1.65 | 12.7 | 132.5 | 19.3 | 121.7 | |
100.0 | 112.7 | 100.0 | 114.0 | 110.2 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Luke Ridnour | MIN | lo | 29 | 844 | 298.3 | 349.6 | 117.2 | 17.4 | 1.65 | 16.7 | 118.3 | 17.8 | 116.5 | |
2 | Wesley Johnson | MIN | lo | 34 | 964 | 289.4 | 309.2 | 106.9 | 14.8 | 1.65 | 14.2 | 107.8 | 13.4 | 109.2 | |
3 | Michael Beasley | MIN | hi | 32 | 1107 | 602.4 | 627.0 | 104.1 | 26.8 | 0.82 | 25.8 | 104.9 | 23.7 | 106.6 | |
4 | Kevin Love | MIN | hi | 34 | 1228 | 604.9 | 725.5 | 119.9 | 24.2 | 0.82 | 23.3 | 120.7 | 32.0 | 113.5 | |
5 | Darko Milicic | MIN | mid | 32 | 773 | 325.3 | 305.8 | 94.0 | 20.7 | 1.24 | 19.9 | 95.0 | 13.1 | 103.4 | |
100.0 | 109.3 | 100.0 | 110.5 | 128.3 | |||||||||||
Pos | Player | Tm | Type | G | Min | Poss | PProd | ORtg | %Pos | tradeoff | usg1 | eff1 | usg2 | eff2 | diff^2 |
1 | Chris Paul | NOH | hi | 34 | 1186 | 530.6 | 661.6 | 124.7 | 23.9 | 0.82 | 23.9 | 124.7 | 34.3 | 116.1 | |
2 | Marco Belinelli | NOH | lo | 34 | 965 | 318.9 | 333.2 | 104.5 | 17.6 | 1.65 | 17.6 | 104.5 | 13.9 | 110.7 | |
3 | Trevor Ariza | NOH | lo | 34 | 1143 | 381.9 | 350.0 | 91.6 | 17.8 | 1.65 | 17.8 | 91.6 | 10.0 | 104.4 | |
4 | David West | NOH | hi | 33 | 1123 | 518.0 | 576.8 | 111.4 | 24.6 | 0.82 | 24.6 | 111.4 | 26.6 | 109.8 | |
5 | Emeka Okafor | NOH | lo | 34 | 1075 | 323.5 | 361.4 | 111.7 | 16.1 | 1.65 | 16.1 | 111.7 | 15.3 | 113.0 | |
100.0 | 109.9 | 100.0 | 112.0 | 187.6 |
Many caveats:
- The lineup usages (and, thus, efficiencies) are not exact, but simply what we'd predict from their season averages. Despite playing together in the team's most frequently-used 5-man unit, they also accumulated some of their stats apart from each other.
- Even though we're almost half of the way into the 2010-11 season, players' numbers are not necessarily indicative of true skill -- especially when it comes to outliers like Tyreke Evans (91.7 ORtg). Instead of making tactical decisions based on a half-season's sample, true talent estimates from multiple seasons would be even more beneficial for an exercise like this.
- It's not clear whether a player like Tyson Chandler (or even Chris Paul) could actually increase his usage at the theoretical tradeoff rate. The rate could be much steeper than predicted for certain specific types of players.
- Likewise, it's not clear how much control a coach has over possession allocation beyond running plays for specific players. My unsubstantiated guess is that a large amount of possession usage comes "in the flow of the offense" and therefore would be difficult to alter intentionally. It could even be that a 5-man unit's allocation is relatively set in stone -- that is, perhaps players already use roughly the ratio of possessions that is efficient for the offense.
- Finally, as David Lewin pointed out, "players often affect team efficiency differently than you might expect from their offensive rating and possession rate".
Having said that, it's still interesting to think about different ways to maximize lineup combinations. If a team's offense is struggling and there may be a better way to distribute possessions within their top lineup, it could be worth their while to experiment with different usage patterns.
January 3rd, 2011 at 4:28 pm
Exceptional work!
January 3rd, 2011 at 6:20 pm
Very cool stuff. And, lo and behold, there is a small negative correlation between diff^2 and that particular lineup's +/- of -.096.
January 3rd, 2011 at 7:30 pm
This is great stuff, but unless I'm missing something, it's still just an estimate (albeit a very fine-tuned one). Wouldn't we be able to analyze a basketball system much more accurately and applicably if stats such as touches per possession and time of possession (for each player) were recorded?
January 3rd, 2011 at 8:53 pm
Nice post, Neil. I agree with your 4th caveat though. It's probable that the usage break down is pretty much an organic optimization in itself wherein players who are able to get more shots take more and those who aren't don't. Where the change would probably need to take place from a coaching standpoint is more in either overall system or in minute allocation. Very interesting to see.
January 3rd, 2011 at 9:02 pm
Excellent post. Kind of sad that so many bad teams top the list. talent > efficiency.
January 3rd, 2011 at 10:39 pm
Some teams do a good job, however it does not always reflect in wins/losses unfortunately..:( Top point guards are not always given credit when then they hold a good ratio, but when the teams fail.. well its inevitable.
January 4th, 2011 at 8:13 pm
I realize that this is a casual study, but might it make sense to remove Offensive Rebounding from Ortg for these purposes?
It seems like if a team decides to put the ball in a given player's hands more often that player will get get more FGs, Asts, and TOs, but won't necessarily get more offensive rebounds.
So when the system spits out the result that people like
Tyson Chandler
Kevin Love
DeAndre Jordan
Should all increase their usage by 30-50% that might go away if their current Ortg wasn't boosted by their offensive rebounding.
January 8th, 2011 at 3:04 pm
"It's not clear whether a player like Tyson Chandler (or even Chris Paul) could actually increase his usage at the theoretical tradeoff rate."
Maybe, maybe not; but I think I'd rather see him take a couple more shots per game than Caron Butler, who hasn't exactly been lighting it up this season. Anytime you can give those shots to your big man who has been near flawless from the field this season (its not all just tips and put-backs either, and he's even hitting his free throws now too!), you help your team offensively. He doesn't have to be prime Shaq in the post, but running some more plays for him can't hurt.
As for CP3 (who has been playing out of his mind), I think he SHOULD be increasing his usage. That Hornets team outside of him and David West is buns offensively. It looks like a down-south version of LeBron and the Cavs from past seasons.
Paul needs to get outta there.
January 12th, 2011 at 12:30 pm
I'm surprised that the Heat and Bucks are that high, but for different reasons. I figured Heat would be calculated as underutilizing the Big 3, i.e. their skill curves can handle more, since they had done so in the past (skill curve has less steep slope on average). I'm also surprised that the Bucks are as high as they are, given that my "watching games" i.e. non-aggregated impression of Jennings is that he's using way too many possessions w/ his inefficient shot.