Top lineup performance and usage
Posted: Wed Oct 19, 2011 3:32 am
I looked at the top 50 lineups that played 230+ minutes last season. I compared the sum of the players' usage to the lineup's offensive efficiency and found an extremely weak +.05 correlation. I had thought a sum of average usage rates would have at least a moderate correlation with offensive efficiency. Ben F.'s XOHoops simulation was built around such an assumption or data analysis finding. But maybe I didn't get the finding I was expecting because this is a extremely small sub-set of all lineups.
I found the average usage distribution by position within this group for those that were at least +5 per 100 possessions on raw +/- and those were were below that threshold. The top performing group's usage distribution across positions (in rounded terms) was
PG 21%, SG 22%, SF 21%, PF 22%, C 18%.
The top 2 positions were SG and PF (pretty classical, I think).
The lower performing group's usage distribution across positions (in rounded terms) was
PG 23%, SG 19%, SF 22%, PF 21%, C 19%.
The PG leadership on usage strikes me as a modern trend (but I haven't studied it exhaustively yet). SFs in second place on usage for this group might be modern too.
The difference between the two averages was biggest for PG and SG. But pretty small differences. Are they significant?
I looked at the correlation for these 50 lineups between raw +/- performance and variance from the average usage pattern of the top 28 lineups that were +5 or better and found a low (but not as microscopic) +.26 correlation. But I guess that was comparing a larger group including a subgroup to the average of a subgroup so you'd think therewould be at least some correlation. Not much though.
The lineups with the closest fit to this top performing lineup average using absolute difference in position by position usage were for the Grizzlies and Celtics. Philly, Memphis, Phoenix and Atlanta had lineups that fit pretty close as well and most of these 6 teams actually had more than one leader in conformity to the usage of the top performing lineup average. The 4 lineups most different from this average were Chicago's 2nd most used lineup and 3 of OKC's including both the beginning and end of season starting lineups. Doing things differently, with a couple of very high usage players instead of the fairly flat distribution of the top performing lineup average.
While that team specific information seems somewhat interesting to me (to least be aware of and think about), the correlation between offensive efficiency for the 50 lineups and their absolute difference from the usage pattern of the top 28 most used lineups in the league was -.02. Again no pattern.
I am not be completely over interest in usage distribution but this data will probably moderate my concern about it. It might prompt additional research, when I think of a new angle.
I found the average usage distribution by position within this group for those that were at least +5 per 100 possessions on raw +/- and those were were below that threshold. The top performing group's usage distribution across positions (in rounded terms) was
PG 21%, SG 22%, SF 21%, PF 22%, C 18%.
The top 2 positions were SG and PF (pretty classical, I think).
The lower performing group's usage distribution across positions (in rounded terms) was
PG 23%, SG 19%, SF 22%, PF 21%, C 19%.
The PG leadership on usage strikes me as a modern trend (but I haven't studied it exhaustively yet). SFs in second place on usage for this group might be modern too.
The difference between the two averages was biggest for PG and SG. But pretty small differences. Are they significant?
I looked at the correlation for these 50 lineups between raw +/- performance and variance from the average usage pattern of the top 28 lineups that were +5 or better and found a low (but not as microscopic) +.26 correlation. But I guess that was comparing a larger group including a subgroup to the average of a subgroup so you'd think therewould be at least some correlation. Not much though.
The lineups with the closest fit to this top performing lineup average using absolute difference in position by position usage were for the Grizzlies and Celtics. Philly, Memphis, Phoenix and Atlanta had lineups that fit pretty close as well and most of these 6 teams actually had more than one leader in conformity to the usage of the top performing lineup average. The 4 lineups most different from this average were Chicago's 2nd most used lineup and 3 of OKC's including both the beginning and end of season starting lineups. Doing things differently, with a couple of very high usage players instead of the fairly flat distribution of the top performing lineup average.
While that team specific information seems somewhat interesting to me (to least be aware of and think about), the correlation between offensive efficiency for the 50 lineups and their absolute difference from the usage pattern of the top 28 most used lineups in the league was -.02. Again no pattern.
I am not be completely over interest in usage distribution but this data will probably moderate my concern about it. It might prompt additional research, when I think of a new angle.