Comparing the Different Versions of “Assist Rate”
Posted by Neil Paine on October 1, 2010
In the realm of APBRmetrics, perhaps no stat has as many alternate versions (many under essentially the same confusingly interchangeable name) as "Assist Ratio/Rate". All theoretically attempt to measure passing ability, but each version has its own quirks and biases. Today I want to compare all of the versions I can think of, and show a leaderboard (minimum 500 MP) for each to get a better feel for what each is measuring, starting with...
Assist-to-Turnover Ratio
(Assists / Turnovers)
The granddaddy of all assist-based rate stats, this metric is a mainstay whenever the mainstream media is trying to assess ballhandling and/or passing ability. Obviously it assumes that the positive value of an assist is equal in magnitude to the negative value of a turnover, which isn't necessarily true, and from a functional perspective it rewards turnover avoidance more than passing because as long as you keep the denominator low, even a few cheap assists will give you a decent ATO. While its ease of calculation has made it popular, you can see some of ATO's extreme flaws by looking at the 2009-10 positional leaders:
Pos | Player | ATO | Pos | Player | ATO | Pos | Player | ATO | Pos | Player | ATO | Pos | Player | ATO |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PG | Paul | 4.29 | SG | Brewer | 2.91 | SF | Prince | 2.68 | PF | McRoberts | 2.32 | C | Camby | 2.04 |
PG | Arroyo | 4.17 | SG | Johnson | 2.54 | SF | Battier | 2.56 | PF | Hayes | 1.88 | C | Tolliver | 1.89 |
PG | Calderon | 4.08 | SG | Redick | 2.51 | SF | James | 2.49 | PF | Turiaf | 1.84 | C | Biedrins | 1.78 |
PG | Kidd | 3.71 | SG | Vujacic | 2.41 | SF | Turkoglu | 2.43 | PF | Garnett | 1.83 | C | Wallace | 1.64 |
PG | Bibby | 3.44 | SG | Ginobili | 2.40 | SF | Posey | 2.29 | PF | Diaw | 1.83 | C | Hilario | 1.62 |
PG | Duhon | 3.44 | SG | Evans | 2.40 | SF | Williams | 2.28 | PF | Odom | 1.78 | C | Horford | 1.55 |
PG | Williams | 3.43 | SG | Roy | 2.36 | SF | McGrady | 2.25 | PF | Duncan | 1.76 | C | Miller | 1.44 |
PG | Rondo | 3.23 | SG | Mason | 2.32 | SF | Garcia | 2.14 | PF | Bonner | 1.74 | C | Hunter | 1.23 |
PG | Williams | 3.17 | SG | Green | 2.27 | SF | George | 2.13 | PF | Smith | 1.73 | C | Gasol | 1.22 |
PG | Maynor | 3.13 | SG | Carter | 2.23 | SF | Moon | 2.13 | PF | Lee | 1.56 | C | Andersen | 1.19 |
… | … | … | … | … | ||||||||||
PG | Rodriguez | 1.86 | SG | Allen | 1.09 | SF | Wallace | 0.90 | PF | Maxiell | 0.57 | C | Perkins | 0.48 |
PG | Alston | 1.85 | SG | Ross | 1.09 | SF | Randolph | 0.86 | PF | Amundson | 0.54 | C | Haywood | 0.43 |
PG | Bayless | 1.83 | SG | Hassell | 1.06 | SF | Durant | 0.85 | PF | Hollins | 0.54 | C | Stoudemire | 0.38 |
PG | Price | 1.80 | SG | Stackhouse | 1.06 | SF | Young | 0.77 | PF | Brown | 0.51 | C | Jordan | 0.28 |
PG | Holiday | 1.79 | SG | Brown | 1.05 | SF | Greene | 0.76 | PF | Landry | 0.49 | C | McGee | 0.27 |
PG | Pargo | 1.78 | SG | Ellington | 1.00 | SF | Daye | 0.71 | PF | Humphries | 0.48 | C | Anthony | 0.27 |
PG | Farmar | 1.76 | SG | D.-Roberts | 0.96 | SF | Jerebko | 0.71 | PF | Gooden | 0.44 | C | Thabeet | 0.26 |
PG | Tinsley | 1.71 | SG | Young | 0.86 | SF | Graham | 0.64 | PF | Hickson | 0.43 | C | Przybilla | 0.21 |
PG | Flynn | 1.53 | SG | DeRozan | 0.85 | SF | Young | 0.55 | PF | Gortat | 0.37 | C | Chandler | 0.18 |
PG | Beaubois | 1.37 | SG | Pietrus | 0.71 | SF | Graham | 0.51 | PF | Ibaka | 0.15 | C | Lopez | 0.17 |
Hollinger Assist Ratio
(Assists * 100) / (FGA + (FTA * 0.44) + Assists + Turnovers)
According to John Hollinger's ESPN.com glossary, this is "the percentage of a player's possessions that ends in an assist". In essence, it's not only measuring the player's ability to rack up assists and avoid turnovers, but also his passing tendency relative to his shooting tendency -- in fact, relative to his overall offensive possessions used, since the denominator is the most basic team possession formula. Here were the 2010 positional leaders:
Pos | Player | JH | Pos | Player | JH | Pos | Player | JH | Pos | Player | JH | Pos | Player | JH |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PG | Kidd | 44.3 | SG | West | 25.0 | SF | Miller | 26.7 | PF | Oberto | 33.9 | C | Biedrins | 24.1 |
PG | Carter | 39.5 | SG | Iguodala | 23.6 | SF | Turkoglu | 25.3 | PF | Turiaf | 28.2 | C | Camby | 22.4 |
PG | Nash | 39.3 | SG | Ginobili | 23.4 | SF | McGrady | 24.4 | PF | Hayes | 24.3 | C | Wallace | 19.8 |
PG | Duhon | 38.5 | SG | Brewer | 22.2 | SF | James | 23.4 | PF | Diaw | 24.2 | C | Hilario | 16.5 |
PG | Rondo | 38.4 | SG | Stevenson | 21.2 | SF | Battier | 22.7 | PF | Odom | 21.4 | C | Miller | 16.4 |
PG | Paul | 36.6 | SG | Hughes | 21.2 | SF | Posey | 21.3 | PF | Smith | 19.8 | C | Noah | 15.3 |
PG | Calderon | 36.2 | SG | Parker | 21.1 | SF | Wilkins | 20.8 | PF | McRoberts | 19.5 | C | Horford | 14.8 |
PG | Blake | 36.2 | SG | Williams | 21.0 | SF | Korver | 20.6 | PF | Garnett | 16.0 | C | Gasol | 14.8 |
PG | Williams | 35.9 | SG | Evans | 20.7 | SF | Artest | 19.9 | PF | Gasol | 16.0 | C | Tolliver | 13.6 |
PG | Maynor | 35.4 | SG | Iverson | 20.5 | SF | Kirilenko | 19.2 | PF | Hawes | 15.8 | C | Hibbert | 13.3 |
… | … | … | … | … | ||||||||||
PG | Brooks | 20.4 | SG | Morrow | 11.1 | SF | Howard | 8.8 | PF | Jianlian | 6.1 | C | Okafor | 5.8 |
PG | Bayless | 20.1 | SG | Richardson | 10.9 | SF | Brown | 8.8 | PF | Speights | 6.1 | C | Haywood | 5.8 |
PG | Stuckey | 19.6 | SG | Peterson | 10.7 | SF | Young | 8.7 | PF | Gooden | 5.5 | C | Jordan | 5.4 |
PG | Hill | 19.3 | SG | Martin | 10.6 | SF | Gay | 8.6 | PF | Hickson | 5.5 | C | Przybilla | 5.1 |
PG | Price | 19.2 | SG | Evans | 9.8 | SF | Daye | 8.5 | PF | Humphries | 5.4 | C | Thabeet | 4.9 |
PG | Terry | 18.7 | SG | Thornton | 9.8 | SF | Webster | 7.5 | PF | Cunningham | 5.3 | C | Anthony | 4.7 |
PG | Gibson | 17.7 | SG | Ross | 8.6 | SF | Graham | 7.4 | PF | Gortat | 5.3 | C | Stoudemire | 4.5 |
PG | Farmar | 16.9 | SG | DeRozan | 7.4 | SF | Young | 7.2 | PF | Villanueva | 5.2 | C | Chandler | 4.4 |
PG | Pargo | 16.5 | SG | Pietrus | 7.0 | SF | Jerebko | 7.1 | PF | Landry | 5.0 | C | McGee | 3.3 |
PG | Beaubois | 16.4 | SG | Young | 6.7 | SF | Graham | 7.0 | PF | Ibaka | 2.0 | C | Lopez | 1.8 |
Passes per Touch
100 * (AST / 0.17) / Touches
This Bob Chaikin stat isn't specifically named "Assist Rate", but I thought I'd include it anyway because it measures much the same passing tendency as Hollinger's Assist Ratio. Designed to be used in conjunction with Shots, Turnovers, and Fouls Drawn per Touch, Passes/Touch tells you how often a player passes the ball when he gets it in an attacking position on the floor. The only problems are that it's another tendency stat, which doesn't always necessarily capture skill per se, and it also relies on the rather arbitrary (1/0.17) multiplier, which came from Bob watching games and tracking passes but may not always be very accurate, depending on the player. That said, here were the 2010 leaders:
Pos | Player | P/T | Pos | Player | P/T | Pos | Player | P/T | Pos | Player | P/T | Pos | Player | P/T |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PG | Kidd | 81.7 | SG | West | 64.4 | SF | Miller | 66.8 | PF | Oberto | 73.7 | C | Biedrins | 63.8 |
PG | Carter | 79.1 | SG | Iguodala | 62.0 | SF | Turkoglu | 64.5 | PF | Turiaf | 67.0 | C | Camby | 61.1 |
PG | Nash | 78.1 | SG | Ginobili | 61.6 | SF | McGrady | 63.4 | PF | Diaw | 64.1 | C | Wallace | 55.6 |
PG | Duhon | 77.5 | SG | Brewer | 60.5 | SF | James | 61.5 | PF | Hayes | 63.8 | C | Miller | 50.9 |
PG | Rondo | 77.1 | SG | Parker | 59.8 | SF | Battier | 61.4 | PF | Odom | 59.6 | C | Hilario | 50.6 |
PG | Blake | 76.4 | SG | Stevenson | 59.5 | SF | Posey | 59.3 | PF | McRoberts | 56.8 | C | Noah | 48.6 |
PG | Williams | 76.2 | SG | Williams | 59.5 | SF | Korver | 59.1 | PF | Smith | 56.5 | C | Horford | 48.3 |
PG | Calderon | 76.0 | SG | Hughes | 59.0 | SF | Wilkins | 58.2 | PF | Hawes | 51.2 | C | Gasol | 46.9 |
PG | Maynor | 75.4 | SG | Bogans | 58.7 | SF | Artest | 57.3 | PF | Milicic | 51.2 | C | Tolliver | 45.7 |
PG | Paul | 75.2 | SG | Sefolosha | 58.6 | SF | Prince | 56.7 | PF | Garnett | 50.6 | C | Hibbert | 45.4 |
… | … | … | … | … | ||||||||||
PG | Brooks | 58.2 | SG | Douglas-Roberts | 40.7 | SF | Durant | 34.3 | PF | Warrick | 25.7 | C | Okafor | 23.9 |
PG | Price | 56.7 | SG | Richardson | 40.3 | SF | Daye | 33.9 | PF | Speights | 25.5 | C | Haywood | 23.9 |
PG | Stuckey | 56.5 | SG | Peterson | 39.4 | SF | Howard | 33.6 | PF | Hickson | 24.1 | C | Jordan | 22.6 |
PG | Bayless | 56.2 | SG | Evans | 37.9 | SF | Gay | 33.4 | PF | Villanueva | 23.6 | C | Przybilla | 21.7 |
PG | Hill | 56.1 | SG | Martin | 37.6 | SF | Brown | 33.1 | PF | Gooden | 23.6 | C | Thabeet | 20.4 |
PG | Terry | 55.3 | SG | Thornton | 37.1 | SF | Webster | 30.4 | PF | Cunningham | 23.3 | C | Anthony | 20.0 |
PG | Gibson | 54.6 | SG | Ross | 34.4 | SF | Graham | 30.0 | PF | Gortat | 23.0 | C | Stoudemire | 19.3 |
PG | Farmar | 53.0 | SG | DeRozan | 29.9 | SF | Young | 29.3 | PF | Humphries | 22.9 | C | Chandler | 18.6 |
PG | Pargo | 52.8 | SG | Pietrus | 29.2 | SF | Graham | 29.1 | PF | Landry | 21.2 | C | McGee | 15.2 |
PG | Beaubois | 52.2 | SG | Young | 27.9 | SF | Jerebko | 29.0 | PF | Ibaka | 10.3 | C | Lopez | 8.6 |
Pomeroy Assist Rate
100 * AST / (((MP / (Tm MP / 5)) * Tm FG) - FG)
This is the official AST% of Basketball-Reference. The metric (developed by Ken Pomeroy) estimates the percentage of teammate baskets a player assisted on while he was on on the court. The big issue here is that teammates can also miss baskets and do other things while on the court besides making buckets, while this just looks at assists relative to teammate made baskets. Here were last year's leaders:
Pos | Player | KP | Pos | Player | KP | Pos | Player | KP | Pos | Player | KP | Pos | Player | KP |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PG | Nash | 50.9 | SG | Wade | 36.4 | SF | James | 41.8 | PF | Smith | 19.0 | C | Hibbert | 13.5 |
PG | Paul | 45.4 | SG | Ginobili | 28.2 | SF | McGrady | 22.6 | PF | Diaw | 18.9 | C | Camby | 12.3 |
PG | Williams | 44.5 | SG | Evans | 26.1 | SF | Turkoglu | 19.5 | PF | Duncan | 17.8 | C | Miller | 12.2 |
PG | Rondo | 43.7 | SG | Bryant | 23.8 | SF | Miller | 18.5 | PF | Lee | 17.5 | C | Lopez | 11.8 |
PG | Davis | 39.6 | SG | Iguodala | 23.7 | SF | Jackson | 17.8 | PF | Boozer | 15.8 | C | Hilario | 11.6 |
PG | Westbrook | 38.6 | SG | Hamilton | 23.5 | SF | Prince | 16.9 | PF | Garnett | 15.7 | C | O'Neal | 11.3 |
PG | Kidd | 36.4 | SG | Roy | 23.1 | SF | Ariza | 16.7 | PF | Odom | 15.6 | C | Noah | 10.8 |
PG | Arenas | 36.3 | SG | Williams | 22.4 | SF | Anthony | 15.9 | PF | Gasol | 15.0 | C | Horford | 10.4 |
PG | Harris | 34.6 | SG | Johnson | 22.0 | SF | Pierce | 15.1 | PF | Turiaf | 13.8 | C | Bogut | 10.3 |
PG | Calderon | 33.8 | SG | Ellis | 21.2 | SF | Kirilenko | 14.0 | PF | Blatche | 13.8 | C | Gasol | 10.2 |
… | … | … | … | … | ||||||||||
PG | Price | 20.5 | SG | Wright | 7.4 | SF | Kapono | 6.1 | PF | Humphries | 4.5 | C | Dampier | 3.5 |
PG | Alston | 20.0 | SG | Hassell | 7.2 | SF | Brown | 6.0 | PF | Gooden | 4.4 | C | Jordan | 2.9 |
PG | Terry | 18.8 | SG | Richardson | 7.0 | SF | Carroll | 5.9 | PF | Maxiell | 4.1 | C | Haywood | 2.8 |
PG | Beaubois | 18.6 | SG | Rush | 6.9 | SF | George | 5.8 | PF | Haslem | 3.9 | C | Andersen | 2.8 |
PG | Pargo | 17.5 | SG | Peterson | 6.3 | SF | Williams | 5.6 | PF | Hickson | 3.9 | C | McGee | 2.4 |
PG | Hill | 15.5 | SG | Young | 5.7 | SF | Jones | 5.1 | PF | Collison | 3.7 | C | Chandler | 2.2 |
PG | Watson | 14.3 | SG | Evans | 5.5 | SF | Graham | 5.0 | PF | Amundson | 3.7 | C | Thabeet | 1.7 |
PG | Farmar | 13.4 | SG | DeRozan | 4.9 | SF | Webster | 5.0 | PF | Cunningham | 3.3 | C | Przybilla | 1.7 |
PG | Fisher | 12.9 | SG | Pietrus | 4.7 | SF | Graham | 4.5 | PF | Gortat | 2.4 | C | Anthony | 1.3 |
PG | Gibson | 9.8 | SG | Ross | 3.0 | SF | Jerebko | 4.2 | PF | Ibaka | 1.2 | C | Lopez | 1.1 |
Assists per Team Possession
100 * AST / ((MP / (Tm MP / 5)) * Tm Poss)
Finally, in response to the aforementioned potential shortcoming of Pomeroy Assist Rate, you could tweak the equation to measure assists as a percentage of team possessions while on the floor; this penalizes the player for teammate errors like turnovers & missed baskets (which, admittedly, may or may not actually represent an improvement). Here were the 2010 leaders:
Pos | Player | A/TP | Pos | Player | A/TP | Pos | Player | A/TP | Pos | Player | A/TP | Pos | Player | A/TP |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PG | Nash | 16.9 | SG | Wade | 9.6 | SF | James | 11.5 | PF | Smith | 6.3 | C | Camby | 4.2 |
PG | Williams | 14.6 | SG | Ginobili | 9.0 | SF | McGrady | 7.5 | PF | Diaw | 5.9 | C | Miller | 4.1 |
PG | Paul | 14.5 | SG | Evans | 7.9 | SF | Turkoglu | 6.9 | PF | Odom | 5.3 | C | Hibbert | 3.8 |
PG | Rondo | 14.0 | SG | Iguodala | 7.8 | SF | Miller | 6.2 | PF | Duncan | 5.3 | C | Hilario | 3.7 |
PG | Kidd | 13.0 | SG | Hamilton | 7.1 | SF | Ariza | 5.4 | PF | Lee | 5.0 | C | Biedrins | 3.6 |
PG | Davis | 12.3 | SG | Roy | 6.9 | SF | Prince | 5.2 | PF | Turiaf | 4.9 | C | Horford | 3.5 |
PG | Westbrook | 12.0 | SG | West | 6.9 | SF | Jackson | 5.0 | PF | Boozer | 4.7 | C | Noah | 3.5 |
PG | Calderon | 11.5 | SG | Iverson | 6.8 | SF | Kirilenko | 4.8 | PF | Garnett | 4.7 | C | Gasol | 3.4 |
PG | Maynor | 10.8 | SG | Johnson | 6.8 | SF | Korver | 4.8 | PF | Gasol | 4.7 | C | O'Neal | 3.4 |
PG | Collison | 10.6 | SG | Bryant | 6.7 | SF | Pierce | 4.7 | PF | Hawes | 4.2 | C | Lopez | 3.2 |
… | … | … | … | … | ||||||||||
PG | Alston | 6.6 | SG | Morrow | 2.5 | SF | Young | 2.0 | PF | Humphries | 1.4 | C | Okafor | 1.2 |
PG | Price | 6.1 | SG | Richardson | 2.4 | SF | Daye | 2.0 | PF | Landry | 1.4 | C | Andersen | 1.0 |
PG | Terry | 6.0 | SG | Hassell | 2.4 | SF | George | 2.0 | PF | Maxiell | 1.4 | C | Jordan | 1.0 |
PG | Pargo | 5.5 | SG | Peterson | 2.2 | SF | Williams | 2.0 | PF | Amundson | 1.3 | C | Haywood | 1.0 |
PG | Beaubois | 5.5 | SG | Rush | 2.2 | SF | Brown | 1.9 | PF | Haslem | 1.3 | C | McGee | 0.8 |
PG | Hill | 5.2 | SG | Evans | 1.9 | SF | Jones | 1.8 | PF | Collison | 1.3 | C | Chandler | 0.7 |
PG | Watson | 4.8 | SG | Young | 1.8 | SF | Webster | 1.7 | PF | Hickson | 1.2 | C | Przybilla | 0.6 |
PG | Fisher | 4.7 | SG | DeRozan | 1.6 | SF | Graham | 1.5 | PF | Cunningham | 1.1 | C | Thabeet | 0.6 |
PG | Farmar | 4.5 | SG | Pietrus | 1.5 | SF | Graham | 1.5 | PF | Gortat | 0.8 | C | Anthony | 0.5 |
PG | Gibson | 3.4 | SG | Ross | 1.1 | SF | Jerebko | 1.4 | PF | Ibaka | 0.4 | C | Lopez | 0.4 |
So, which Assist Rate is right for you? Well, as always, it depends on what you're trying to capture. If you want to know how much a player passes relative to his other offensive tendencies, Hollinger Assist Ratio or Passes/Touch is the better option. But to measure how active a role the player's passing plays in his team's offense, go with Pomeroy or Assists/Team Possession.
And whatever you do, you should probably avoid ATO.
October 1st, 2010 at 2:22 pm
I prefer the Pomeroy AST Rate, for sure. It seems to me to remove the teammate quality issue more than others--having bad shooting teammates may actually increase the value.
October 1st, 2010 at 3:04 pm
DSMok1 wrote:
I prefer the Pomeroy AST Rate, for sure.
I don't think Neil mentioned this, but that's what I use on the site (I call it "Assist Percentage").
October 1st, 2010 at 5:28 pm
I can't believe I forgot to mention that. It's been corrected. And for the record, I think I prefer Pomeroy's version as well. Although to the credit of Ast/TmPoss, being a high assister in a good offense should probably get more credit than in a bad one, since we should theoretically be measuring making one's teammates better.
October 1st, 2010 at 9:13 pm
Any difference between Pomeroy's AST rate and AST per poss. is going to be minor compared to the difference between them and metrics that don't control for pace. One day I wanted to make the case that, precisely for the reasons above, Pomeroy Assist Rate wasn't sufficiently advanced to replace assists per minute in analysis or data projects... then I actually looked at the difference and found that more than anything it removes pace from the equation and the other differences in evaluation are subtle. Took the air out of my tires a little bit so I'm really glad to see Mr. Paine to take a crack at the subject.
October 1st, 2010 at 9:32 pm
Bryant looks good in the Pomeroy AST rate, so I'll take that one. :D
October 2nd, 2010 at 12:50 am
I don't know how hard it would be to calculate, but maybe comparing a shooter's percentage while the evaluated player is on or off the court would help determine how much the player's assists really mean. If they're on the court and racking up assists left and right, that means the players they're passing to are hitting their shots. If they go down considerably when a bench player comes in, then there's a reason. Perhaps it's the defense who really decides. If the player who racks up assists can create his own shots and is a defensive liability, that makes it more likely that the player who shoots will have less coverage when getting the ball than if there were a reserve player who can't shoot as well.
I think assists should be tied to shooting percentage, assists per possession, points per assist, and overall point contribution. If a player provides assists to six other shooters and the point total is 30, I think that would be better than assists to seven and a point total of 14. Know what I'm saying?
October 2nd, 2010 at 4:17 pm
Joseph, I attempted to do what you mention, at least in part, in the following thread:
http://sonicscentral.com/apbrmetrics/viewtopic.php?t=2532
I attempted to estimate whose assists were worth the most.
October 2nd, 2010 at 8:48 pm
Interesting how the Pomeroy metric has Wade and James as the runaway leaders at their positions, James especially. I'd give odds they both go up next year, too. Kinda funny that Wade doesn't even show up on "pass-tendency" lists but dominates the "effective passer" lists at his position. Would the correct conclusion be that Wade only passes when his target is in a good position to score, then?
Also, why is Tyreke Evans listed as a shooting guard?
October 3rd, 2010 at 12:40 pm
DSMok1,
Thanks for sharing that link. Interesting discussion there as well. Peeling some layers off of that onion quickly!
October 3rd, 2010 at 5:15 pm
Neil--
Without actually begging you to do it, do you think it's possible to weigh and combine these approaches into a single "passing performance" type stat? Or do they measure too differently on too many different criteria?
October 4th, 2010 at 8:43 pm
following your kenpom link we get:
Assist Rate (ARate): This is assists divided by the field goals made by the player’s teammates while he is on the court. [Changed 4/9/06]
Are you sure that his ARate is an estimate? It reads to me that it is a PbP derived number - and gives a slightly different number to the one your formula gives, your formula is an estimate of this number.
I only raise this question since his definition is changed 2006 and that is about when we have had reliable PbP data from - at least NBA ...