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Optimal ratio of twos to threes

 
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Eli W



Joined: 01 Feb 2005
Posts: 402

PostPosted: Mon Dec 05, 2005 8:11 pm    Post subject: Optimal ratio of twos to threes Reply with quote

Several commentators have recently pointed out that Golden State ranks #1 in 3PA per game yet is #25 in 3P%. Their conclusion is that the Warriors take too many three pointers. I wanted to determine whether this was accurate, and more generally what the optimum ratio of twos to threes was for the typical NBA team.

To do this my goal was to calculate Golden State's points per two-point shot and points per three-point shot. The big complicator is figuring how often teams are fouled on twos compared to threes (a further complicator would be their different FT% on each due to guys who take threes tending to be better foul shooters, but I'll ignore that).

A = missed two not fouled
B = missed two and fouled
C = made two not fouled
D = made two and fouled
E = missed three not fouled
F = missed three and fouled
G = made three not fouled
H = made three and fouled

Some of these can be derived from known numbers such as 2PA, 2PM, 3PA, 3PM, and opponent shooting fouls (which is listed on 82games.com).

2PA = A + C + D
2PM = C + D
3PA = E + G + H
3PM = G + H
Opponent shooting fouls = B + D + F + G

Plugging in the numbers for Golden State:

1010 = A + C + D
477 = C + D
147 = E + G + H
457 = G + H
202 = B + D + F + G

From this you can derive A = 533 and E = 110.

The final formulas I would use are these:

Points off twos = B*2*FT% + C*2 + D*2 + D*FT%
Points off twos = FT%(2B + D) + 2(C + D)
Two-point shots = A + B + C + D
Points per two-point shot = points off twos/two-point shots

Points off threes = F*3*FT% + G*3 + H*3 + H*FT%
Points off threes = FT%(3F + H) + 3(G + H)
Three-point shots = E + F + G + H
Points per three-point shot = points off threes/three-point shots

Thus the key values that must be determined are B, D, F & H (since C + D and G + H are already known). Does anyone know how to calculate these? Or is there some easy way to do this that I missed completely? I suppose since it's still early in the season I could just comb through all the play-by-plays.
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mtamada



Joined: 28 Jan 2005
Posts: 376

PostPosted: Tue Dec 06, 2005 4:30 am    Post subject: Re: Optimal ratio of twos to threes Reply with quote

John Quincy wrote:
Several commentators have recently pointed out that Golden State ranks #1 in 3PA per game yet is #25 in 3P%. Their conclusion is that the Warriors take too many three pointers. I wanted to determine whether this was accurate, and more generally what the optimum ratio of twos to threes was for the typical NBA team.

[analysis deleted]

Thus the key values that must be determined are B, D, F & H (since C + D and G + H are already known). Does anyone know how to calculate these? Or is there some easy way to do this that I missed completely? I suppose since it's still early in the season I could just comb through all the play-by-plays.


Very good analysis. 82games.com probably has this info, but not on their freely available data pages. Probably your best bet is the play-by-play route.

You might get some value out of looking at the short (4 or 5 articles) thread "Three Pointers - Foul and Block %s". viewtopic.php?t=468&sid=17b882acba2fe23f5db4eda59147669a
Ed Kupfer does some regression analysis to estimate percentages of 2pt and 3pt FGAs blocked, and maybe something similar could be done with FTAs on 3pt and 2pt FGAs (however there's the problem of some FTAs coming as the result of a loose ball foul or non-shooting foul in the penalty).

But his most convincing stats were obtained from the PbPs.

Also I lay out 6 steps for analyzing the relative effectiveness of 2pt vs 3pt shooting. The FT analysis that you describe is basically Step 4, although there's also Step 3 to take into account: teams which rely on 3pt FGAs have an additional advantage due to the extra shot attempts they will get by virtue of getting extra offensive rebounds. Step 5 is harder still, the TO% on plays in which a team goes for a 2pter vs a 3pter; and Step 6 harder still, the need to diversify the offense and mix in 2pters and 3pters so the defense can't concentrate on your 3pt FGAs. In the last article MikeG implicitly suggests a Step 7, roster imbalance if a team emphasizes players' 3pt shooting ability at the expense of other qualities.

However, you can do your calculation (what I'm calling Step 4) with just the information that you already have (my Steps 1 and 2) plus the missing information that you seek. I.e. you can ignore the other steps while calculating the values that you seek -- the TS% on 2pt vs 3pt FGAs. Those would be highly useful numbers to have.

But useful though they'd be, they'd ignore the value of the offensive rebounds, the possible differences in TO%, the need for an offense to feature both 2pt and 3pt FGAs, and MikeG's roster considerations (which I don't think are a large factor in the long run, but Steps 5 through 7 are pretty speculative).
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Mike G



Joined: 14 Jan 2005
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Location: Hendersonville, NC

PostPosted: Tue Dec 06, 2005 7:30 am    Post subject: Reply with quote

There may be several other uncertainties. Since basketball games are seldom single-possession affairs, you want to optimize your lineup to include rebounding, defense, etc, and not just scoring.

Further, do we know the difference in OffReb% between the typical 3-pt'er and the typical 2? What about the relative frequency of putback (high-% followup) attempts? What about opponent OffRtg after a missed 3 vs. a 2?

Fouls not-in-the-act are of course not directly due to shot attempts; but how many guys are fouled while jockeying for position beyond the arc? Or when receiving a pass out there? And then, what is the real effect of causing foul trouble for the opponent?

A balanced attack is always optimal, in the long run. The threat of drives, or a post threat, sets up the 3s. The threat of the 3 opens the middle. Last year, teams ranged from 12% (Uta) to 29% (Phe) of their FGA being 3s. Both teams have sound coaching and could be assumed to be doing 'the right thing', in this regard.

The Warriors are trying 31% of their shots from 3-land. Disregarding OffReb and FT from this strategy, that is a .482 eFG%. On their 2-pt and FT shots (combined), they are converting at .533. Their OffReb% is only .265, 22nd in the league
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Eli W



Joined: 01 Feb 2005
Posts: 402

PostPosted: Tue Dec 06, 2005 12:45 pm    Post subject: Reply with quote

mtamada, you're right that there are lots of other factors to consider. I seem to remember someone doing a study that contradicted the traditional wisdom that missed threes lead to more offensive boards than missed twos.

Mike G, those numbers you calculate include FTs from non-shooting fouls, right? So that's not really the eFG% for twos.
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oprice



Joined: 25 Aug 2005
Posts: 2
Location: North Carolina

PostPosted: Tue Dec 06, 2005 1:19 pm    Post subject: Reply with quote

If you're seeking a ratio, then it seems that the solution would require at least some element of game theory (and I'm not sure how this can be quantified). I guess you could also use empirical data to come up with a ratio that has proven to work in the past. Otherwise, I think you're left with declaring either twos or threes as being optimal -- not a ratio.

If you're interested in the extremes of 3-point shooting, then there are a few examples of teams shooting about half their field goals from beyond the arc in NCAA Div 1 basketball (although I suspect the three is a far better prospect in college). Many of which use elements of the "Princeton Offense" (Princeton, Air Force, Samford, West Virginia, etc.) and have had success at producing an efficient offense. I can say that, from looking at these college teams, teams which shoot more threes tend to have trouble getting offensive rebounds. I think this's probably more a result of the offensive motions (pulling big guys out away from the basket) than shot allocation, but I think it's probably true that threes are less likely to generate offensive rebounds than twos. I'm not sure if this decrease is enough to offset the additional opportunities, however. These teams also shoot and make less free throws per possession than the average college team while turning it over at about the same rate or slightly less. I also believe that these teams have slightly worse defenses because the opponent has more "medium break" opportunities off of rebounds. The opponent spends less time retrieving the ball from the basket (or after free throws) than it would against an average team. Anyway, those are my amateur observations of the effect of threes on the college game.
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Ed Küpfer



Joined: 30 Dec 2004
Posts: 785
Location: Toronto

PostPosted: Tue Dec 06, 2005 2:08 pm    Post subject: Reply with quote

John Quincy wrote:
I seem to remember someone doing a study that contradicted the traditional wisdom that missed threes lead to more offensive boards than missed twos.


I think DeanO did that in his book, and found no difference in the rebound rates between two- and three-pointers. I don't have time to duplicate that study (which involved pbp data, I think), but I ran a quick regression on team game-by-game stats, using team offensive rebounds as the response variable, with two- and three-point misses as the independant variables. I forced the intercept to zero.


Code:
Predictor       Coef   SE Coef       T      P

2ptMisses   0.284310  0.001526  186.36  0.000
3ptMisses   0.262618  0.005855   44.86  0.000


This shows that 2 point misses are slightly more likely to be offensively rebounded. I'm not happy with this model, as the RMSE is about 4.5 OR/game, which is larger than I expected. But it does seem to suggest that conventional wisdom may not be correct here.
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Mike G



Joined: 14 Jan 2005
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Location: Hendersonville, NC

PostPosted: Tue Dec 06, 2005 2:34 pm    Post subject: Reply with quote

That's nifty stuff, Ed. Which is the conventional wisdom: what we used to remember? or what we thought before that?

I may be biased against over-reliance on the 3. I lumped in all FT with the 2-pt attempts because, as I said, there isn't much fouling out beyond the arc. Being fouled before the attempt is usually (not always) closer to the basket.

The few FT that occur with 3-pt shots are likely offset by worse putback opps, etc. I guess I'm saying, Unless your 3-pt eFG% is greater than your overall TS%, you should be going inside more.

Further complicating things, a certain number of 3's are just desperation heaves that shouldn't really count against their %'s.
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John Hollinger



Joined: 14 Feb 2005
Posts: 175

PostPosted: Tue Dec 06, 2005 2:53 pm    Post subject: Reply with quote

I had done some work on rebounding on 3s vs. 2s a few years ago as well, and my conclusion was that missed 3s are harder to rebound, not easier. Which makes sense -- the most dangerous offensive rebounder is the shooter, and on a 3 he's got quite a haul to get to the boards.
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HoopStudies



Joined: 30 Dec 2004
Posts: 705
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PostPosted: Tue Dec 06, 2005 3:36 pm    Post subject: Reply with quote

People simply forget that there are a TON of easy offensive boards off 2pt shots. On help defense on the interior, a man leaves his guy to stop a shot, leaving a very easy offensive board for the man he left. And if an offensive player gets inside position and misses a chippy, he's right there to try again. In this case, conventional wisdom needs modification -- 3pt jumpers are easier to rebound than 2pt jumpers (not 2pt shots).

The NBA understands this. Most teams act as though they know that 2pt shots are as easy to rebound as 3s even if people are saying otherwise. So this seems to be more a media thing than a true mistake in conventional wisdom. I never heard it from my coaches.
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mtamada



Joined: 28 Jan 2005
Posts: 376

PostPosted: Tue Dec 06, 2005 10:17 pm    Post subject: Reply with quote

Wait a minute, when we say "easy" or "hard" to rebound, do we mean for the shooting team or the defensive team?

Also, what is the conventional wisdom? Here is my perception: most reporters and fans think that offensive rebounding rates are lower on 3pters than on 2pters. Some hoopstatisticians have found that the rates are similar, but I don't know if there has been a definitive study. 82games.com at this point probably has enough observations to make a real good estimate. I don't know what coaches think, but I trust DeanO's perception of their thinking. Except I don't know if he's saying they think rebounds of 3pters are harder for the O or harder for the D, compared to missed 2pters.
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gabefarkas



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Location: Durham, NC

PostPosted: Tue Dec 06, 2005 10:36 pm    Post subject: Re: Optimal ratio of twos to threes Reply with quote

mtamada wrote:

Also I lay out 6 steps for analyzing the relative effectiveness of 2pt vs 3pt shooting. The FT analysis that you describe is basically Step 4, although there's also Step 3 to take into account: teams which rely on 3pt FGAs have an additional advantage due to the extra shot attempts they will get by virtue of getting extra offensive rebounds.


I could have sworn that we conclusively disproved that 3PTers lead to a higher % of ORebs than 2PTers, no?
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mtamada



Joined: 28 Jan 2005
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PostPosted: Tue Dec 06, 2005 10:52 pm    Post subject: Re: Optimal ratio of twos to threes Reply with quote

gabefarkas wrote:
mtamada wrote:

Also I lay out 6 steps for analyzing the relative effectiveness of 2pt vs 3pt shooting. The FT analysis that you describe is basically Step 4, although there's also Step 3 to take into account: teams which rely on 3pt FGAs have an additional advantage due to the extra shot attempts they will get by virtue of getting extra offensive rebounds.


I could have sworn that we conclusively disproved that 3PTers lead to a higher % of ORebs than 2PTers, no?


That's not what the claim is, at least not in the way that I think you're wording it.

Here are two similar but different questions:

1. If the Sonics miss a FGA, what % of the time do they grab the offensive rebound? (And, if we had the necessary data, we could see if this percentage is different for 2pt vs 3pt attempts.)

2. If the Sonics ATTEMPT a FGA, what % of the time do they grab the offensive rebound? (Not that this is how we would necessarily word, it, but it makes it easy to see how this is different from the question above.)

If we look at question 2, 3pt FGAs have a big advantage over 2pt FGAs. 2pter are made, what, about 47% of the time? So only 53% of the time will there be even an opportunity to grab an offensive rebound.

Whereas even a good longball team such as the Sonics will miss a lot of their 3pt FGAs -- leaving a lot of offensive rebounding opportunities.


Again, the wording above is not the clearest way to actually carry out the investigation, but meant to show where the possible advantage in offensive rebounding lies. I don't think anyone claims that under question 1, 3pt FGAs have an advantage; I don't think anyone claims that they have a higher off rebd %.

It's under question 2 where the 3pters have an advantage. NOT due to higher offensive rebound percentages, but due to higher offensive rebound OPPORTUNITIES -- because of more missed shots.
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gabefarkas



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PostPosted: Tue Dec 06, 2005 10:58 pm    Post subject: Re: Optimal ratio of twos to threes Reply with quote

mtamada wrote:

It's under question 2 where the 3pters have an advantage. NOT due to higher offensive rebound percentages, but due to higher offensive rebound OPPORTUNITIES -- because of more missed shots.


More opportunities, but not a higher % of opportunities, so what's the point? The defense is also getting more DRebs.

So, it's tough to look at just that in a vacuum. We need to consider if teams are good O-Rebounders to begin with, right?
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mtamada



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PostPosted: Tue Dec 06, 2005 11:53 pm    Post subject: Re: Optimal ratio of twos to threes Reply with quote

gabefarkas wrote:
mtamada wrote:

It's under question 2 where the 3pters have an advantage. NOT due to higher offensive rebound percentages, but due to higher offensive rebound OPPORTUNITIES -- because of more missed shots.


More opportunities, but not a higher % of opportunities, so what's the point? The defense is also getting more DRebs.


You're not taking into account the possessions which are lost due to made FGs (if a team successfully scores, they automatically have to give the ball to the opponent).

And 2pt shots attempts result in a higher percentage of made FGs -- and thus a higher percent of balls being given to the opponent.

Whereas 3pt shots, with their higher number of misses, give the shooting team more opportunities to get the ball back. They give the defensive team FEWER opportunities to get the ball back -- sure, the defensive rebound opportunities are higher, but the automatic possessions gained after made FGs are fewer.


Example: assume that a team shoots 50% on 2pters, and 33.3% on 3pters. Assume that it grabs 33.3% of offensive rebound opportunities on both (note that no one is claiming that 3pters have a higher offensive rebound %). For simplicity, assume that the team never commits any TOs, nor shoots any FTs.

The team will have a TS% of 50% on both 2pters and 3pters.

But it will have 1 point per possession if it does nothing but shoot 2pters (obviously I'm ignoring the game theoretic aspects and assuming that all percentages stay constant).

And, if I've calculated the series correctly, it will have 9/7 = 1.29 points per possession if it does nothing but shoot 3pters, thanks to the additional offensive rebounds and resulting additional FGAs it gets.

Working out the first few iterations:

1/3 of the time it will successfully sink a 3pter, scoring 3pts and giving the ball to the opponent (i.e. ending the possession).

2/3 of the time it will miss; 2/3 of these (so 4/9 of the time overall) the defensive team will grab the rebound, ending the possession (with no point scored).

But 1/3 of those misses (so 2/9 of the time overall) the shooting team will grab the offensive rebound and be able to shoot another 3pter. It will go in 1/3 of the time, so 2/27 of the time overall it will score 3pts on its second shot and end the possession.

The other 4/27 of the time it misses this second shot. 2/3 of these misses, so 8/81 overall, get rebounded by the opponent, ending the possession.

But 1/3 of them, so 4/81 overall, get rebounded by the shooting team, giving them a third shot. 1/3 of them go in, 4/243 overall.

Etc.

The resulting Points Per Possession is the sum of (2/9)^i, with i ranging from 0 to infinity, which sums to 9/7 if I've done the math correctly.

Obviously a more realistic calcuation has to take into account FTs (which JohnQ originally asked about, because the data are not readily available), TOs, etc.

Plus the items that MikeG raised:

1. Possible differences in the OR% of missed 3pters vs missed 2pters. And possible resulting fast breaks (or medium breaks as MikeG put it) if the opponent grabs the defensiv erebound.

2. Possible differences in TS% or expected points per play after grabbing the offensive rebound.

3. Effect of additional fouls putting you into the bonus sooner, or getting an opposing player into foul trouble.

Etc.
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HoopStudies



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PostPosted: Wed Dec 07, 2005 10:53 am    Post subject: Reply with quote

Offensive rebounding percentage is higher off 2pt attempts than off 3pt attempts. It's been shown (though not a huge difference).

There are broadcasters who imply the opposite.
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