Estimating Pace and Bill Russell's Defensive Impact
Posted: Tue Aug 24, 2010 9:13 pm
We can use a simple method to estimate pace before turnovers were tracked, which is using the numbers of field goals and free throws attempted by a team and assuming turnovers are a constant based on the assumed league average. That gives us a pretty accurate estimate of pace – at least in the immediate years before 1974 – and from there we can estimate offensive and defensive ratings back through the 60s and early 70s.
Neil at B-R.com used a regression method to estimate pace (http://www.basketball-reference.com/blog/?p=6205), but that maps onto the 37 years of turnovers we have. The only potential issue with that is that turnovers were decreasing through the 70s and early 80s (as a result of tracking them?) and basically stabilized in the last 25 years. Neil's data assumes that teams from the early 70s and 60s turned the ball over closer to recent rates, despite a trend toward more turnovers at the time we lose track of that data. Nonetheless, his estimations as far back as the early 60s are still within ~2 possessions of using the simple method, so regardless of method the margins of error should be fairly small. It would take an extreme shift in the league turnover average, or an historically outlying team (30 TO/game or 10 TO/game) for the method to be off by any significant margin.
(If we run Neil's regression method for 1974, it estimates 4 NBA teams within 1 possessions of their actual number, with a mean error of 2.23 and a standard deviation of 2.57. Running the simple method estimates 9 teams within 1 possession of their actual number, with a mean error of 0.49 and standard deviation of 1.64. An even more accurate method is averaging the simple method using opponent's data -- mean error of 0.49 and standard deviation of 1.29 -- but that's only available starting in 1971.)
We can use this method to estimate players pace-adjusted statistics and to estimate team Offensive Ratings and Defensive Ratings.
Neil at B-R.com used a regression method to estimate pace (http://www.basketball-reference.com/blog/?p=6205), but that maps onto the 37 years of turnovers we have. The only potential issue with that is that turnovers were decreasing through the 70s and early 80s (as a result of tracking them?) and basically stabilized in the last 25 years. Neil's data assumes that teams from the early 70s and 60s turned the ball over closer to recent rates, despite a trend toward more turnovers at the time we lose track of that data. Nonetheless, his estimations as far back as the early 60s are still within ~2 possessions of using the simple method, so regardless of method the margins of error should be fairly small. It would take an extreme shift in the league turnover average, or an historically outlying team (30 TO/game or 10 TO/game) for the method to be off by any significant margin.
(If we run Neil's regression method for 1974, it estimates 4 NBA teams within 1 possessions of their actual number, with a mean error of 2.23 and a standard deviation of 2.57. Running the simple method estimates 9 teams within 1 possession of their actual number, with a mean error of 0.49 and standard deviation of 1.64. An even more accurate method is averaging the simple method using opponent's data -- mean error of 0.49 and standard deviation of 1.29 -- but that's only available starting in 1971.)
We can use this method to estimate players pace-adjusted statistics and to estimate team Offensive Ratings and Defensive Ratings.