A look at efficiency and point differential
A very interesting take from Citizen BelgianClipper (he has dual citizenship in Belgium and Clips Nation). I couldn't agree more that the unbalanced schedule makes it dubious to get too upset about relative positioning in something like point differential. At the end of the season, when all Western Conference teams have played more or less the same schedule, point differential and Pythagorean Wins will correlate with overall team quality. Even in the second half of the season, it will start to get better. But a third of the way in? There's way too much noise in the data. The Sixers versus the Clippers is my favorite example here. The Sixers are tied for the league lead with eight victories by 20 points or more. But those eight games came against teams the Clippers have played a total of three times -- winning by 20 twice themselves. The fact that Philly has played a lot of really bad teams and trounced them doesn't prove anything. Anyway, have a look at BC's approach for trying to adjust for some of these schedule differences. after the jump. Steve
My dear friends,
A healthy statistical discussion about the TS% of Randy Foye with Erik O inspired me to some extent to dig into the statistical nature of the game. Now the direct inspiration came from our friends at Clipperblog (http://clipperblog.com/2012/02/12/defense-and-the-clippers/ ). Some of you might know that I’m not exactly blown away by the writing and the attitude of that website but this article annoys me for a whole different reason. This article does something what I have seen all too often lately: take some random statistics and take them out of context to make a point. Luckily commenter Tom F. pointed out some much needed background information:
The Clippers are the fourth most efficient offensive team in the NBA. They have played 14 out of the other 15 most efficient teams, including Portland, Utah, Denver and the Lakers twice. They didn’t play a team outside of the top 15 until January 22nd against the Toronto Raptors, meaning they played 13 games before playing a team considered a less than average offensive team.
This got me thinking:
Points per possession, the holy grail of efficiency doesn’t exist in a vacuum. You’ll fewer less points per possession against the Chicago Bulls than against our friends the Bobcats. This is also true for point differentials. I mean, it is a lot easier to have a nice point differential when play teams like the Wizard and Bobcats several times a year. So in this piece I try to address this to a degree.
Let’s try to gauge what our opponents should score against us and what they have scored. How did I do this? Well follow along on the tour.
1) The stats come from http://www.basketball-reference.com/leagues/NBA_2012.html (ESPN (Hollinger) and basketball reference differ quite a bit on points per possession: ESPN gives 103.3 B-R 105.6 but B-R is more easily converted to excel and access).
2) If you take the average the points per possession (both ESPN and B-R us a per 100 possessions stat) of our opponents you get 103.56 ORtg and 102.61 DRtg. League averages are 102.8 so this confirms that the Clippers have played an above average strength schedule.
3) Then I made a rough estimate of the average possessions of the Clippers and their opponents by dividing average point per game for and against by the respective ORtg and DRtg. Clips have 90.86 possessions per game and their opponents 90,91.
4) Now I compute a new stat which I call "expected average points per game" (EAPPG anyone?). This is done by multiplying the average possessions per game with the relevant average points per possession. As such our opponents would be expected to score 94.15 points and allow 93.23 for a point differential of -0.92 if the Clips were the perfect average team from an efficiency standpoint.
This leads to this table
|
Actual |
Expected |
Diff |
|
|
Points for |
98,68 |
93,23 |
5,45 |
|
Points against |
96 |
94,15 |
1,85 |
|
Differential |
2,68 |
-0,92 |
3,60 |
The conclusion is not that shocking. The Clips are very good on offence and less than stellar on defence. I’m quite s(t)atisfied that I now have an Adjusted Point Differential that takes in account the efficiency of the opponent (3.60 for our Clips). Perhaps I will do the same exercises for the other teams in the league in the future but that would take some work. Like I say, it is a very crude approach.
edit:
But here the approach for all NBA teams

the 76ers have a actual point difference of 9.11 but the average team would be expected to have a point diff of 1.41 against their opponents. Thus their adjusted point difference is 7.70. The last 2 stats are the difference between their actual points and points expected for and against. This has the nice effect of dividing the Adjusted Point differential between offence and defence. Thus the Sixers have an Adjusted Point Diff of 7.70 which is composed of 2.11 points of offence and 5.59 on defence.
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Interesting.
I wonder if EAPPG would be an acceptable fix for some of the criticisms that Clipper Steve expressed regarding the value of Pythagorean wins calculation during the season.
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I'll look into that
my first main task will be to work out some kinks out and calculate them for every team. In a way it came out much more cooler than I anticipated. Now you have an adjusted score taking account a) the actual points on the board and b) a benchmark to grade the difficulty of their opponents.
Your capslock is stuck, please buy a new keyboard
"But can't the refs blow the whistle and stop play in certain situations?" Boltsfan21
by BelgianClipper on Feb 13, 2012 11:44 AM PST up reply actions
Expected value
It’s similar to an expected value calculation… what does the opponent usually score versus what they score against you. In theory anyway…
In this world, you must be oh so smart or oh so pleasant. Well, for years I was smart. I recommend pleasant. - Elwood P. Dowd
by Steve Perrin on Feb 13, 2012 11:51 AM PST up reply actions
Thanks for the shout out!
Thanks BelgianClipper,
The inspiration for that reply actually began while watching a TNT broadcast a few weeks back. At the time the Clippers were still 1-4 on the road and the TNT guys were talking about how terrible we were on the road. They refused to mention the fact that the four teams we had lost to were, at the time, a combined 27-4 at home (or something very close to that). Since then, we’ve seen several articles from ESPN, ClipperBlog and others trying to prove that this Clippers team is suspect.
It’s often fairly easy to see a writer’s bias based on the way they use their statistics. Especially, when it comes to covering basketball, which seems to be one of the hardest sports to explain or predict based on the numbers. Clipper fans have long used statistics to prove that our team wasn’t as bad as the rest of the world believed. John Hollinger and others have used the same strategy to prove the opposite.
When statistics fail to tell the story, the term “intangibles” gets thrown around a lot. I used to think that it was an excuse, given by people who get paid to evaluate sports when they didn’t have a real answer and they needed to justify their job. Then I watched Chris Paul in a Clippers jersey. I’ve always been impressed by Paul, but no more than I would have been by any other star in this league. What Paul does for this team is immeasurable, and the principal reason to question anyone trying to use statistics to explain the Clippers success.
I love playing Devil’s Advocate, statistics make it easy. That being said, I love what you did with EAPPG. It’s a genuine attempt to see both sides of the fence. I love it!
-Tom F.
great first name =)
your comment just made tons of sense. The problem is that few people think about statistics and their background. And that is just plain wrong. In accountancy you have the same thing (no I’m not an accountant): you have a bunch of well though out ratios that get abused. These stats can tell you things but you have to look at other stuff to tell the whole story.
Your capslock is stuck, please buy a new keyboard
"But can't the refs blow the whistle and stop play in certain situations?" Boltsfan21
by BelgianClipper on Feb 13, 2012 8:39 PM PST up reply actions
Have looked into the Pythagorean wins calculation and found some nice things
Probably a new fan post later today (or tomorrow for you guys). Need to check things over and write a near eligible text to go with it. Had a blast with this stuff and planning on doing it on monthly or so basis).
Your capslock is stuck, please buy a new keyboard
"But can't the refs blow the whistle and stop play in certain situations?" Boltsfan21
by BelgianClipper on Feb 13, 2012 8:32 PM PST up reply actions
Good job
Clipperblog got me pissed off a few times too lately, way too much negativity out there.
by paris clips man on Feb 13, 2012 11:16 AM PST reply actions
i liked how you mentioned the stats out of context part
There is too much of that on blogs. Stats are only as useful as the person using them.
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by flightofthegriffin on Feb 13, 2012 12:58 PM PST reply actions
I'm still waiting for the official arrival of Erik O's MEGASTAT!
I’m sure he’s locked in a closet somewhere refining his spreadsheets.
I started this weekend, but it takes longer than I'd like... that stupid WP site always defaults to searching for rookies, so it's like 3 clicks per player. And ultimately I want every player.
I actually want to make an entire database of everyone in the league and compare to salaries. I will find the players that are either unanimously or on average “sneaky productive” (i.e. they get paid very little and produce very much).
Also, I want to see if I can accumulate this for each team and create rankings, then compare to records. Off the top of my head, I’d take MEGASTAT, weight it by minutes played (i.e. how much a person’s MEGASTAT would impact their team) and figure out which teams have the best average for 240 minutes. I’m very prepared for this experiment to fail haha.
"Failure is not fatal, but failure to change might be." - John Wooden
Hey dummy, why don't you try clicking to the teams page and do it a team at a time?
"Failure is not fatal, but failure to change might be." - John Wooden
MEGASTAT
It’s sounding better and better, except for the part where we have to wait three more months for the unveiling ;-)
Proudly enduring the pain since the days of Bill Walton's foot.
Now living the good life in Lob City, CA.
I also got an inspiration from a friend to add in another factor
But that’ll be in Vol.2.
The addition in Vol.2 is a surprise (which will be better if I wait til the All Star Break anyhow), but it was spawned by Jeremy Lin discussions and can hopefully help us determine how D-League stats translate.
"Failure is not fatal, but failure to change might be." - John Wooden
He was distracted by Maggette this weekend.
"Cheikh Samb, the player who allowed us to emotionally move on from losing Keith Closs"
This is awesome BelgianClipper
When the conclusions aren’t shocking, you did it right ;)
"Failure is not fatal, but failure to change might be." - John Wooden
Excellent work, BC
I had a similar reaction to the Haberstroh article that CC put up in FanShots last week. He used an efficiency metric instead of wins and losses to “prove” that the Clippers were faring poorly in the 2nd game of back-to-backs, despite the fact that the Clippers were 4-2 at the time (now 5-2) in that situation, and the teams they played were Miami, OKC, Dallas, Memphis, Utah, and Denver. Hard to see how efficiency/point differential aren’t going to be skewed by playing a slate of games exclusively against above-.500 teams, including 2 of the 3 best teams in the league! I LOVE the way your metric addresses that issue.
Proudly enduring the pain since the days of Bill Walton's foot.
Now living the good life in Lob City, CA.
Haberstroh
That’s hilarious. Six really good teams on the second of back to backs, the team is 4-2 in those games, and somehow an obscure stat indicates that the team is playing badly in those games.
Any time the numbers are small (i.e. 6 games) the potential for confounding factors (like oh I don’t know, all the opponents are really, really good) is way too high to just look at a ratio and say “oh oh, that’s a problem.” Haberstroh know that.
In this world, you must be oh so smart or oh so pleasant. Well, for years I was smart. I recommend pleasant. - Elwood P. Dowd
by Steve Perrin on Feb 13, 2012 4:33 PM PST up reply actions
Yup
And one of the two losses was at Utah w/o CP3 and Mo, when they threw in the towel early and lost by 30 — which, as 1/6th of the sample, skews the numbers even further. Lack of roster continuity or not, the Clippers have actually done exceptionally well in B2Bs so far. But those are facts that would’ve gotten in the way of a good story about the correlation of roster continuity and success in back-to-backs, especially one headlined “A Concern for the Clippers.”
Proudly enduring the pain since the days of Bill Walton's foot.
Now living the good life in Lob City, CA.
Love this post
"[Fans are] not technically a lot of times savvy. They don't understand and they don't weigh issues the way that [I] weigh them."
Mike Dunleavy, Sr.
i'm not sure how I can put this image in the orginal post
But here the approach for all NBA teams

Your capslock is stuck, please buy a new keyboard
"But can't the refs blow the whistle and stop play in certain situations?" Boltsfan21
How to read this
the 76ers have a actual point difference of 9.11 but the average team would be expected to have a point diff of 1.41 against their opponents. Thus their adjusted point difference is 7.70. The last 2 stats are the difference between their actual points and points expected for and against. This has the nice effect of dividing the Adjusted Point differential between offence and defence. Thus the Sixers have an Adjusted Point Diff of 7.70 which is composed of 2.11 points of offence and 5.59 on defence.
Your capslock is stuck, please buy a new keyboard
"But can't the refs blow the whistle and stop play in certain situations?" Boltsfan21
by BelgianClipper on Feb 13, 2012 6:29 PM PST up reply actions

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