Estimating a player's impact on DFS production of each team
Posted: Thu Feb 22, 2018 4:18 pm
I’ve come up with a way to estimate each player’s impact on every one of his teammates BoxScore statistics
Essentially, this is an extension of this, but instead of estimating each player’s impact - generally - on teammates, I can now estimate the impact for each existing pair
To come up with the estimates, each player pair turns into two variables in the regression
A_impacting_B, and
B_impacting_A
As you can imagine, that creates lots of columns in the matrix
At the same time, I create a predictive estimate of how much of a certain BoxScore statistic a player will accumulate, per possession
As the signal/noise is different for the player / pair_impact columns, different penalization parameters are used depending on column type. The two optimal lambdas are then found through crossvalidation
So far I’ve only computed estimates for cumulative DFS points (steals are worth 3 “points”, assists are worth 1.2 etc),
So I get an estimate for how many DFS points a player will accumulate for a possession, and how each teammate of that player would impact that number if they’re sharing time on the court
Results can be found here
Not surprisingly, DeMarcus Cousins "leads" the league in negative impact on a teammate, in this case Davis
Essentially, this is an extension of this, but instead of estimating each player’s impact - generally - on teammates, I can now estimate the impact for each existing pair
To come up with the estimates, each player pair turns into two variables in the regression
A_impacting_B, and
B_impacting_A
As you can imagine, that creates lots of columns in the matrix
At the same time, I create a predictive estimate of how much of a certain BoxScore statistic a player will accumulate, per possession
As the signal/noise is different for the player / pair_impact columns, different penalization parameters are used depending on column type. The two optimal lambdas are then found through crossvalidation
So far I’ve only computed estimates for cumulative DFS points (steals are worth 3 “points”, assists are worth 1.2 etc),
So I get an estimate for how many DFS points a player will accumulate for a possession, and how each teammate of that player would impact that number if they’re sharing time on the court
Results can be found here
Not surprisingly, DeMarcus Cousins "leads" the league in negative impact on a teammate, in this case Davis