Top 25 peaks of the 2001-25: #3-#4 Spots

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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#221 » by Jaivl » Fri Sep 5, 2025 1:06 pm

Kinda funny that the discussion for the #3 peak of the century has and been based around... Garnett vs Kobe vs Wade and Curry vs The 20th Best Peak Of The Century James Harden? What about Shaq, what about Jokic?

lessthanjake wrote:
f4p wrote:pretty clearly? i mean are we sure he's even as valuable as draymond? and even if someone like's peak cp3 over peak durant, 33 year old cp3 over 29 year old durant? i mean maybe i can squint and get a tie. but then the leftover of durant + draymond compared to cp3 is just a massively impactful player that is going to dwarf anyone left on the rockets individually. and the warriors still have klay and half a series of iggy (3 games where he had a 71 TS% so much better than normal). and of course all of the iggy was hurt people never care that one of the things that made the rockets so good was having lots of 3&D guys like mbah a moute and he got hurt and played basically the same amount as iggy except was unbelievably bad with 13/20/0 shooting splits. yeah, 2-15 from the field, 1-10 from 3, and even missed both free throws. so the warriors basically got 3 games of super iggy and the rockets got 3 games of "actively destroying the team" mbah a moute. even if they had played all 7 games at the normal level, the disparity between those 2 probably wouldn't have been as large as it was in just those 3 games.

Okay, so let’s look at some info for reference here:

Let’s first look at EPM. In 2018, Chris Paul had a +6.1 EPM. Durant had a +4.8 EPM and Draymond had a +2.3 EPM.

How about RAPM? Well, single-season RAPM is too small a sample to be reliable, so let’s instead look at 3-year RAPM from 2017-2019. We will use the NBArapm website. By that measure, Chris Paul had a +6.7 RAPM. Durant had a +4.0 RAPM, and Draymond had a +4.2 RAPM.

How about RAPTOR? Chris Paul was at +8.6, while Durant was at +5.2 and Draymond was at +4.3.

What about LEBRON? Chris Paul had a +4.32, while Durant was at +3.91 and Draymond was at +2.61.

So yeah, I feel pretty comfortable with the conclusion that Chris Paul was better than Durant and Draymond that year. In fact, by most of this data, he’s closer to being as impactful as both of them combined as he is to being less impactful than any single one of them.

(...)

Let’s do some similar analysis.

What does EPM tell us about these guys at that point? Well, it has Capela at +3.9 and Gordon at +3.0, while it has Klay at +2.6 and Iguodala at -1.1. So this is a massive advantage for the Rockets duo.

Hey, I have something for you two.

2018, 3PT% without Paul / with Paul
Mbah a Moute 27.4% -> 43% (shot quality -2% with Paul) -> at 2.8 3PA per game, a +1.3 point swing due to luck
PJ Tucker 33.5% -> 43.8% (shot quality almost identical) -> at 3.8 3PA per game, a +1.2 point swing due to luck
Trevor Ariza 32.6% -> 38.4% (shot quality stays identical) -> at 6.9 3PA per game, a +1.2 point swing due to luck
Ryan Anderson 37.2% -> 39.8% (shot quality stays identical) -> at 5.1 3PA per game, a +0.4 point swing due to luck
James Harden 34.7% -> 36.7% (shot quality -2% with Paul) -> at 10.0 3PA per game, a +0.6 point swing due to luck

Shot quality and shot distribution metrics are pretty much identical for every player. The difference? Literally, luck. A +4.7 point swing on Chris Paul's on/off bank, due to randomness (at minimum. Eric Gordon's difference is smaller but also positive. Gerald Green also has a big shooting discrepancy but he didn't play that many minutes so I didn't count him).

For the record, that does not happens with Harden. Everybody has identical or slightly better shot quality metrics when he's on the court, and shoot around the same or a bit better. Everybody but Paul himself, that is, who shoots way worse with Harden on the court :lol:

It's one of the bigger unidirectional swings I can think of. At least with San Antonio's 2003 big shooting luck swing their shot quality also dropped without Duncan.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#222 » by DraymondGold » Fri Sep 5, 2025 1:31 pm

Jaivl wrote:Kinda funny that the discussion for the #3 peak of the century has and been based around... Garnett vs Kobe vs Wade and Curry vs The 20th Best Peak Of The Century James Harden? What about Shaq, what about Jokic?
Indeed! Speaking of which, how do you (or others) see the defensive comparison between Shaq and Jokic?

I assume people have Jokic better offensively, although the relative gap on both sides might differ from person to person.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#223 » by lessthanjake » Fri Sep 5, 2025 1:39 pm

f4p wrote:
lessthanjake wrote:
f4p wrote:i mean i guess we're going to have to agree to disagree. they had the highest payroll in the league i believe. and other than the $10M they were giving to wiseman, none of it was dead money. and once people saw they were healthy, the oddsmakers put them at the top.

whatever draymond or anyone was, we're talking about the team with the #1 defense in the league. like that's coming from some sort of significant talent pool. klay was post injury, but his playoff stats are basically exactly what they were the rest of his career. 2017-2019 is 13 PER, 0.079 WS48, -0.8 BPM, 56 TS% and 2022 klay is 14 PER, 0.076 WS48, 0.7 BPM, 55 TS%. now i guess we could argue klay was never that good but he's been a key piece on a very successful team and won entire playoff games so that seems unlikely. wiggins was a luxury that ended up paying off by playing really well in the finals. jordan poole might be a moron who you don't want leading your team (exhibit A: washington wizards), but as a flamethrower 6th man? the guy put up a 19 PER, 65 TS%, 0.151 WS48 and 3 BPM playoff run over 22 games. not many bad players are doing that. and those are especially big time numbers for a $2M player off the bench. the fact the warriors had 3 guys you had to chase all over the court on offense (poole essentially having the same quick release and ability to shoot from 30 ft like klay was just ridiculous spacing for the defense to have to account for), while having the #1 defense makes it difficult to see any other team as better. i'm not saying they were runaway favorites, but still favorites.

as for boston, well yeah i'm not that high on tatum. i'd like to see him crack the isiah thomas "wait, seriously, those are his numbers?" stat line for at least one deep playoff run before i think too highly of him.


They had the highest payroll in the league in large part because they were holding contracts that were either transparently bad (post-injury Klay, Wiseman), ones considered toxic assets by the rest of the league (Wiggins), and significant rookie contracts for guys not good enough to get meaningful playoff minutes (Kuminga, Moody). I don’t think any other team was looking at the Warriors paying $88 million that year to post-injury Klay, Wiggins, Wiseman, Kuminga, and Moody and saying they were jealous of all the talent the Warriors were getting for their money. I think a lot of other teams were looking at that and thinking that their team was getting much more than the Warriors for much less. Also, Steph was the highest paid player in the NBA that year, which obviously increases their payroll without indicating that Steph’s supporting cast was strong.

You say “Wiggins was a luxury that ended up paying off by playing really well in the finals.” In a sense that’s true, because he did play well in the finals. But a guy having a good series does not mean he was a talented guy that people would actually want on their team. And your claim was about how talented the team was in general.


i mean it's relevant if you played well at the time that the title was won. i think you're confusing bad contract with bad player. people didn't like wiggins because he was getting max money. if money is no object, of course any team would have just taken him. he had enough athleticism for good defense and with steph/klay/poole, he could just drift around scoring 15 ppg with an occasional 25 or 5 like wiggins is wont to do. yes, not all of the warriors money was spent perfectly, but that's how you get to the highest payroll in the league. most teams have lots of bad contracts and also don't spend the most money in the league. just absorbing mistakes to add talent is a luxury for the other players on the team.


You said that the Warriors had the most talented team, based largely on their payroll. But Wiggins was way overpaid, considering he was a consistently negative-impact player and was seen as a toxic asset. You say that “if money is no object” then “any team would have just taken him,” but I’m not entirely sure that’s actually true about a negative-impact guy like Wiggins, and, in any event, saying a team would take a guy if he didn’t cost anything is basically completely non-responsive to a discussion about whether the Warriors’ payroll actually reflected their talent level. Wiggins’s salary did not reflect his talent level. And the fact that he happened to play pretty well in a playoff series does not somehow make him super talented or actually a positive-impact player in general.

You try to handwave this stuff by saying “most teams have lots of bad contracts,” but it’s all a matter of degree. Most teams in 2022 really didn’t have anything remotely close to the equivalent of spending $88 million on post-injury Klay, Wiggins, Wiseman, Kuminga, and Moody. And the ones that did were definitely not competing for the title. For reference, the Warriors spent more on Klay, Wiggins, Wiseman, Kuminga, and Moody than the Celtics did on Jaylen Brown, Derrick White, Marcus Smart, Al Horford, Payton Pritchard, and Grant Williams. Which is basically their entire playoff rotation outside of Tatum. You tell me whether the Warriors spending more actually tells us they had a better team. The best you might be able to say is that their willingness to spend allowed them to keep an actually positive player like Draymond despite having all those awful contracts. But that’s not an argument that the Warriors’ payroll means they were the most talented, but rather just an argument that maybe them having a staggering amount of bad contracts may not have hurt them as much as it might’ve hurt a team that wouldn’t spend as much.

but a team is not super talented because it has Jordan Poole. And even him playing pretty well in the playoffs is a little overblown, because his defense was so bad that his minutes had to be scaled down as the playoffs went on.


i mean i assume steve kerr gets input into who the warriors sign and that offseason they gave jordan poole 40 million dollars a year i believe. based largely off what he did in the playoffs. i assume if they thought he was so terrible they would have just let him go. now draymond took care of that for them by ruining the relationship, but the warriors, who watched poole all year, didn't seem particularly down on him.


We have just been talking about how the Warriors had a staggering amount of bad contracts and your response here is to say that Jordan Poole must’ve been good because…the Warriors decided to give him a bad contract. No, Jordan Poole is not a super talented player that you really want on your team if you’re trying to win a title. He is a negative-impact player. He did happen to play pretty well in the 2022 playoffs (particularly early on—he fell off quite a lot later in the playoffs, and had his minutes reduced as a result), but that doesn’t mean the Warriors were super talented. You may be able to fashion a reasonable argument that the Warriors were pretty lucky that negative players like Wiggins and Poole weren’t actually negative players in that playoff run. That actually is something that strikes me as right. But acting like the 2022 Warriors supporting cast was super talented is just not correct (at least as compared to other top teams—obviously they were more talented than supporting casts on mediocre or bad teams).

Also, saying that the Warriors had “ridiculous spacing” while they were starting Draymond Green and Kevon Looney in the year 2022 is pretty wild. You talk about the Warriors defense, but what makes the Warriors so good defensively is, in large part, that they often eschew having ridiculous spacing, in favor of putting two good defensive bigs on the floor. They get away with this offensively primarily because of Steph (though, yes, Klay was a part of this too in his prime, and when Draymond could shoot in 2016 they weren’t really sacrificing much spacing).


well, i said steph/klay/poole was ridiculous spacing. i mean we would agree that poole was one of the 10 or 15 best guys in terms of combining a quick release with the ability to shoot from well behind the 3 point line, right? whatever else he was or wasn't. you couldn't just stare at him and dare him to shoot from 30. now if looney and draymond balance all that out back to normal spacing, then ok, combine that with the best defense and that seems like a team with 3 guys who can get you 25 and a #1 defense.


Yeah, I’d say that in the year 2022 you really cannot have “ridiculous spacing” if you have two non-shooters on the floor, which is what the Warriors had in their starting lineup. That doesn’t “balance…out back to normal spacing.” Normal spacing in the year 2022 is either having 4 or 5 shooters on the floor. You act like Klay and Poole mitigated this as if they’re something remarkable, but neither Klay’s nor Poole’s three-point shooting was anything overly special in 2022. Post-injury Klay did not shoot as well as in the past (and I’ll note that he never really had crazy range anyways, though he did of course have a very quick release and high shooting percentage), and plenty of players these days besides Poole can shoot around 35% from three while launching a fair number of long threes and step-back threes. They certainly were positives in terms of spacing, but nothing remarkable. The one whose effect on spacing actually *was* remarkable is Steph, with his extreme range and extreme accuracy. So yeah, he mitigated the spacing issues a good bit. But even with Steph, having two non-shooters on the floor doesn’t really balance out to normal spacing in 2022.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#224 » by Owly » Fri Sep 5, 2025 3:41 pm

lessthanjake wrote:
but a team is not super talented because it has Jordan Poole. And even him playing pretty well in the playoffs is a little overblown, because his defense was so bad that his minutes had to be scaled down as the playoffs went on.


i mean i assume steve kerr gets input into who the warriors sign and that offseason they gave jordan poole 40 million dollars a year i believe. based largely off what he did in the playoffs. i assume if they thought he was so terrible they would have just let him go. now draymond took care of that for them by ruining the relationship, but the warriors, who watched poole all year, didn't seem particularly down on him.


We have just been talking about how the Warriors had a staggering amount of bad contracts and your response here is to say that Jordan Poole must’ve been good because…the Warriors decided to give him a bad contract. No, Jordan Poole is not a super talented player that you really want on your team if you’re trying to win a title. He is a negative-impact player. He did happen to play pretty well in the 2022 playoffs (particularly early on—he fell off quite a lot later in the playoffs, and had his minutes reduced as a result), but that doesn’t mean the Warriors were super talented. You may be able to fashion a reasonable argument that the Warriors were pretty lucky that negative players like Wiggins and Poole weren’t actually negative players in that playoff run. That actually is something that strikes me as right. But acting like the 2022 Warriors supporting cast was super talented is just not correct (at least as compared to other top teams—obviously they were more talented than supporting casts on mediocre or bad teams).

The elephant in the room here is the Bird rights trap (and human trade exceptions).

A team that either thinks it is a potential contender or is building towards it and is over the cap isn't comparing is this guy better or worse than the alternatives I can spend my money on in an idealized, full information, all options open, market economy. They are saying
1) how much do we aim to win now or soon?
2) what would we be able to acquire with exceptions, minimums etc?
3) is it realistic that we get under the cap soon?
4) if not can we live with the drop-off of player X to what we could get for exceptions etc?
5) is there value to having this player on an acknowledged bad contract - to give us the flexibility to trade for a better player - (perhaps) knowing that we'll have to sweeten the deal with assets from a timeline we prioritize less?

There may have been misplaced optimism about how good Poole was as well, after a hot playoffs and that .654 TS% can have had value even if the underlying player can't sustain it.

The Bird rights trap long been there to some degree, mostly tending to get worse over time. After expensive teams got denied the full mid-level, it became real hard for contenders to say no to "maybe potential" type players, the pieces they can add are limited unless they know someone's willing to sacrifice money and particularly wants to go to that team. That may be swinging back now that it's getting harder to keep any expensive core together so teams may be more inclined to let such "maybes", things they aren't sure are core pieces (or were and might be, but the team isn't in that place this year with injuries and we're not waiting around) either go or at least hit the market.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#225 » by -Luke- » Fri Sep 5, 2025 4:07 pm

With LeBron and Duncan out of the way, the two players I felt most certain about are out of the picture. Which doesn't really make it easier. With the next four it feels like a four-way coin flip. I stand by most of what I said about them in the first thread, but made one change (#5 and #6).

3. Nikola Jokic 2023
4. Shaquille O'Neal 2001
5. Stephen Curry 2017 (2016)
6. Kevin Garnett 2004


Jokic at #3
Best offensive season I have ever seen since watching the NBA (late 90's). Whether you look at box score stats, efficiency or impact metrics, all are elite. You could say that about the other candidates as well, but I'm most impressed by Jokic.

Regular Season:
Per 100: 35.6 / 17.2 / 14.3 on 63.2% / 38.3% / 82.2% shooting, 70.4 TS% (12.3 rTS), leading the league in all advanced box score stats, Efficiency, NetRtg, On-Off

Playoffs:
Per 100: 38.7 / 17.3 / 12.2 on 54.8% / 46.1% / 79.9% shooting, 62.9 TS% (5.1 rTS)

With all due respect to the other players, this is the best season I have seen not counting LeBron/Duncan. The drop in defense (compared to KG, I'm less impressed with Shaq's 2001 defense) isn't enough to replace Jokic here.

The others players:
This really feels like a coin flip. I stand by what I've said about Shaq vs. KG in the first thread: Shaq 2000 is somewhere between #3 and #5 all-time peak for me, comfortably ahead of Garnett. The slight drop from 2000 Shaq to 2001 Shaq isn't enough for me to change the order.

However, reading through the other posts I realized I may not have looked into Curry close enough. Part of this is because it feels hard to pick a peak season and I have probably overlooked Curry's impact in the KD years. His impact was insane and I didn't really see it that way before reading through the posts of others here and in the last peaks project. Which rightly raises the question: Why Shaq over Curry? I can only answer that the same way as I answered Shaq vs. KG.

I don't feel good about having Garnett at #6, but I wouldn't have felt good with Jokic, Curry or Shaq at #6 either. They are all in the same tier for me.

As newcomers in the next thread I consider Wade, Giannis, SGA and possibly Durant, but I'm open to other players.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#226 » by Doctor MJ » Fri Sep 5, 2025 10:54 pm

lessthanjake wrote:
Doctor MJ wrote:.


I think there were some consistent themes in your responses, so instead of quoting one by one, I think I’ll just consolidate my replies into one list:

1. You mention several times that you think someone is doing the same thing when they make and miss shots. At a fundamental level, I don’t actually agree with that. They may be doing the same thing at a macro-level—as in, they’re doing the same things to try to get their shot off and whatnot (basically the “process” stuff you refer to). But they aren’t actually doing the same thing at a micro-level (i.e. exact shooting mechanics), because if they were then the result would definitionally be the same. And if you do the micro-level stuff differently such that your shot goes in, then I think that means you did better. Basically, actually making the shot definitely matters, and someone pretty much definitionally did not actually shoot the same in their makes and misses, since if they did then the result would be the same. The actual difference in what they did may be really tiny, but there’s definitely a difference and one is absolutely better than the other.

You mention winning bias, and I will say I definitely don’t see that as winning bias. Winning bias is basically saying someone/something was better because they won due to factors out of their control. Saying someone did better because they were successful due to things that were actually in their control (i.e. making a shot) isn’t winning bias. It’s saying that it’s better for someone to have done the things in their control in a better way. Which has to be right. If you won because you actually were better, then it’s not biased to conclude that the person who won was better. It’s only biased if it wasn’t in their control. Of course, someone might’ve done the things in their control better because they had a better “process” or because they just executed things better at a micro-level. In both cases, though, they’re doing the thing better, just for different reasons.

2. You mention multiple times that I’m focused on a drop in TS%, and I don’t think that’s actually a fair portrayal of our exchange. The way this exchange started is that I mentioned to someone else that I don’t think Garnett played as well in the playoffs as he’d played in the regular season. I used data to back up this claim, but it wasn’t really TS% beyond a brief mention of it. Rather, I pointed to BPM, EPM, and WS/48, which all showed Garnett dropping significantly. You then responded with some box data that looked similar in regular season and playoffs and asked if the only difference was therefore “efficiency.” I pointed out that Garnett’s volume went down basically across the board on a per-possession basis, and noted that you were right that his efficiency also went down because his TS% went down and his turnovers went up. Your responses since then have focused a lot on the TS% piece, so that is what my replies to you have focused on. But I don’t think it’s fair to say that I’m actually particularly focused on TS%. For one thing, it’s not really what I led with. Rather, my argument on this initially focused on BPM, EPM, and WS/48. Your response specifically keyed in on “efficiency” but even then I talked about volume decreases as well as another form of inefficiency (i.e. higher turnovers). So, to some degree, I feel like you’ve focused the discussion on TS% and then criticized me for being too focused on TS%.

3. You mention that “if there were infinite universes, each differing based on effective luck, I'd expect that jake in those other universes would be arguing very different things if he used this reasoning.” I think that’s generally true, and it’s something I’m comfortable with. Like, as I said, if we ran the 2004 and 2006 playoffs over again, I’m definitely not certain that Wade would outplay Garnett as much as he did in reality. In fact, my guess is that he probably wouldn’t. But I’m most concerned with what actually happened, not what might’ve happened in a hypothetical world where we had a larger sample. I think it’s perfectly reasonable to take a different approach than I do, and to try to make a holistic assessment of a player’s goodness and go with that. However, that’s not the approach I take to an assessment of “greatness.” I care most about what happened. If what happened might’ve been a result of “luck,” then that’s just the way the cookie crumbled in reality.

One significant caveat I’d add here is that I’m not sure I’d call a player’s own performance “luck,” whereas I would say the performance of other players is more about luck since it’s not under the player’s control. I think the way I’d conceptualize the concept you’re talking about is as randomness, not luck. It’s perhaps just a semantic difference, but I figured I’d mention that.

4. I think you may not be getting the distinction I’m making between variance affecting greatness even if it doesn’t affect goodness. You said “You connect small changes to TS% over small samples to changes in how good a player was playing.” And yeah, I think if a player makes shots more often, then all else being equal, they are actually playing better (see above for some further thoughts on that). However, the fact that they’re playing better in a small sample doesn’t mean I would extrapolate that to a conclusion that they really *were* a better player. So, for instance, let’s say Player A and Player B play equally well across a large sample of games. Then they go into a playoffs, and Player A’s shot is much more on than Player B, but otherwise they both play exactly the same. To me, Player A played better in the playoffs than Player B. And, since it’s the playoffs, that probably would lead to a conclusion that Player A was higher up in a ranking of “greatness.” But it wouldn’t necessarily tell me that Player A is actually a better player than Player B in general. After all, in this hypothetical, we have a large sample of them being equally good, so I have good reason to believe that Player A doing better in a small sample was just random. But I think randomly playing better in the most important games can make someone’s year “greater” than the other guy’s.

You push back on this and say you “reject” the idea that “goodness of play is a different concept from goodness in general.” I think the above probably covers this, but let me just try to clarify more what I mean here. I think goodness of play *in small samples* is different from goodness in general. If someone plays better than someone else in large samples, then I’ll just conclude that they’re better. If someone plays better in a small sample, then I won’t necessarily conclude that that means they’re actually a better player, rather than that they happened to have played better in a small sample of games.

As it applies to 2006 Wade and 2004 Garnett, I look at large samples and they indicate to me that Garnett was probably the better player. But I look at the playoffs and I see Wade having played better in those games. One explanation for that is that the playoffs are different than the regular season and 2006 Wade was simply a better playoff player than 2004 Garnett. That’s possible, but another explanation is that 2006 Wade having played better in the playoffs than 2004 Garnett did is just a result of variance and doesn’t tell us he would’ve been a better playoff player if we had a larger playoff sample. For purposes of the “greatness” of a year, I don’t really care all that much about which explanation is correct, because I’m focusing on what actually happened in that small sample (because what actually happened in that small sample is extremely important to the “greatness” of a player’s year), and I think what actually happened is that Wade played significantly better in the playoffs than Garnett. For purposes of how “good” these players were in those years, though, which explanation is correct does matter. If 2006 Wade would be a better playoff player in a larger playoff sample, then perhaps he was simply the better player, despite being less impactful in regular season samples. But if Wade happened to have randomly played better in those playoffs but Garnett would’ve been better in a larger playoff sample, then Garnett would definitely be the better player. I definitely think it’s possible that the latter is correct. Indeed, I might even think it’s more likely than not the correct explanation. But that doesn’t change the fact that I think Wade played substantially better in the playoffs in reality and that that holds huge independent weight for me in an assessment of the greatness of their years.

5. I think it’s quite likely that rTS% is generally higher in the playoffs than in the regular season. To illustrate this, here’s the difference between the league’s regular season and playoff TS% in the last 25 years (with a positive number meaning that RS TS% was higher):

2025: +1.0%
2024: +1.4%
2023: +1.5%
2022: -0.1%
2021: +0.1%
2020: -0.9%
2019: +0.9%
2018: +0.1%
2017: -1.1%
2016: +0.7%
2015: +0.8%
2014: -0.7%
2013: +0.6%
2012: +0.7%
2011: +1.2%
2010: -0.0%
2009: +0.0%
2008: +0.8%
2007: +1.1%
2006: -1.1%
2005: -0.5%
2004: +1.6%
2003: -0.6%
2002: +0.6%
2001: +0.7%

So, on average in the last 25 years, we have the league’s regular season TS% averaging being only 0.35% higher than playoff TS%. Which is a tiny difference. This means that the average playoff rTS% is higher than the average regular season rTS% as long as the average playoff team had an opponent TS% in the regular season that was at least 0.35% lower than the league’s regular season average. Which seems extremely likely to be the case, given that playoff teams generally had good regular season defenses and 0.35% is a small amount.

6. On the stuff about Duncan/Garnett and 3PAr, you provide a lot of interesting data, which I’ll have to delve into further. One initial reaction is that the teammate 3PAr info is interesting, but I feel like it has to be missing something. After all, if the Timberwolves 3PAr goes down more with Garnett on than the Spurs 3PAr does with Duncan on (which is what the PBPstats data I provided shows), and both Garnett and Duncan shoot a similar volume of shots and neither one shoots threes, then the explanation for that difference basically has to be something about what’s going on with their teammates. But you provide info suggesting that teammates’ 3PAr went up more with Garnett on the floor than with Duncan on. There basically has to be some explanation that squares these pieces of info into a coherent picture. One potential explanation is that the Timberwolves were less likely to play three-point shooters with Garnett than the Spurs were with Duncan. If the Timberwolves put Garnett in lineups with non-shooters more than the Spurs did, then we might see the Timberwolves 3PAr with Garnett go down more, even if the guys who were actually shooters tended to shoot plenty of threes with Garnett on the floor. Another explanation might be that the teammate-3PAr data looks different for the players you didn’t look up. There may be other explanations, but that’s what I can think of. I am losing some steam here and don’t have time to actually delve into data to try to figure out which explanation is right. I tend to think it’s probably not the latter, since you went through a bunch of teammates. So my guess is it’s the former. If that’s the case, then we’d have to ask why different lineup decisions were made with these players. And the explanation may go back to what I was saying—which is that Garnett’s offense is less conducive to the team producing lots of threes. If you have a star whose offense isn’t very conducive to producing a lot of threes, you’ll probably stagger minutes such that your shooters are often on the court when he’s off the court. Which would result in the team 3PAr being lower with that star on the floor, even if individual teammates that are shooters still tended to shoot threes when they took shots with the star on the floor. Again, though, I’m kind of just talking off the cuff here, without taking time to figure out if what I’m saying is borne out in the data. And I know you must’ve spent a long time pulling all the data you provided there, so apologies for not really giving as much effort in my response to that.


I'll follow suit and just reply to your whole post altogether. I'll also note that I think we're probably close to moving on from this issue with a clear sense of how our methods diverge, and I consider that a productive conversation!

On 1: Yeah so I think we've presented our divergence pretty clearly here.

You're seeing made shots as good shots, missed shots as bad shots, and thus - all other things being equal - the more you make the better you're shooting.

I see human biomechanics as an inherently variable thing where in order to determine better or worse - again, all other things being equal - you need sufficient sample for the difference in result to be greater than the expected variance, and so if I see a difference that seems smaller than that, I don't assume that the player in question was actually biomechanically superior or inferior than what they typically are.

Re: not winning bias because the factors are in the player's control. I do think the question of whether something was under a player's control - was he shooting, or was his teammate shooting? - is quite important, and I'm fine with saying that crediting/blaming a player for his teammate making/missing a given shot is considerably more egregious than doing the same for the player with his own shot.

But I would say that winning bias is a subtle snake. If the fact a player's team won means you don't seek to analyze his misses like you would if his team won, that is a kind of a winning bias. In other words, if the team results lead us to anchor our assessment on different granular things which tend to be positives when they win, and negative win they don't, that's at the heart of what winning bias is.

On 2: I'm sorry if you feel I've misrepresented you, and I don't want to drag us back into that. I will say that when you emphasize you were more focused on the BPMs of the world than the TS% I get the frustration with being painted with a more simplistic brush and I'll try to be careful with that going forward.

First and foremost what I was seeking was the simplest thing we could point to that would show our divergence in method, and to me that's about how we're seeing makes/misses. The same type of dichotomy is true for anything else in an all-in-one (rebounds, assists, etc), to say nothing of the all-in-one itself, but the straight forward of make vs miss, and us interpreting that differently, gets to the crux of the matter in my view... but I do get the frustration with being described as focusing on the simplest of stuff when there's more to it than that.

On 3: Comfortable with diverging from other universes. Okay, carry on.

On 4: "randomly playing better in most important games can make someone greater". I would concede the point, but the thing is, from a mainstream legacy perspective, so can a teammate making or missing a shot. LeBron's legacy is greater because Ray Allen made that shot, and that's all there is to it.

It's then a question of:

a) Do you want to embrace randomness (like the mainstream)?

b) Do you want to try to normalize out the randomness (like me in this particular study)?

or

c) Do you want to embrace some randomness but normalize for others (like you here)?

On 5: Very interesting. I remain skeptical that the average playoff player has a higher PS TS% than RS TS%, but I'll have to look into it more.

On 6: I appreciate acknowledging the data but returning with more questions for us to consider.

I do think the #1 thing here is to just be cautious about coming to dramatic conclusions, but I'll say some things as I see them in terms of how players are playing differently with and without the star.

First, I'd expect it's players we might call secondary stars who are the ones who are mostly likely to shift how they play with and without the star, in comparison to the role players. Pop's never going to put a lineup out there where Bowen is a floor general, for example, but a Ginobili is playing a considerably different role depending on the presence of Duncan & Parker.

Hence, when I see a guy like Sprewell shoot a lot more 3's with Garnett compared to without, I'm guessing that he effectively played more like a classic star when Garnett was out and more like a role player when Garnett was in. (Not that he shot a ton by current standards, he just shot enough that I think we can recognize a change in role.)

The fact that Spree wasn't shooting as many 3's sans-KG when he was presumably more in star-mode does also mean that we shouldn't assume that those shots were equally set up. It may well be that as a star he only shot 3's in desperate moments, but with KG it was part of his job. So while we shouldn't conclude he couldn't shoot 3's except with KG, what we can say is that KG's presence didn't stop him from getting quality shots from 3.

I'll be careful about drawing conclusions here, but yeah, I think looking at how secondary stars do with and without primary stars is often very telling, and can really shed light into what contexts are actually getting the best out of them. When taking lesser primacy leads to better shooting, then things are generally working out like we'd expect. When it leads to worse shooting, there's something weirder going on.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#227 » by lessthanjake » Fri Sep 5, 2025 11:27 pm

Doctor MJ wrote:
lessthanjake wrote:
Doctor MJ wrote:.


I think there were some consistent themes in your responses, so instead of quoting one by one, I think I’ll just consolidate my replies into one list:

1. You mention several times that you think someone is doing the same thing when they make and miss shots. At a fundamental level, I don’t actually agree with that. They may be doing the same thing at a macro-level—as in, they’re doing the same things to try to get their shot off and whatnot (basically the “process” stuff you refer to). But they aren’t actually doing the same thing at a micro-level (i.e. exact shooting mechanics), because if they were then the result would definitionally be the same. And if you do the micro-level stuff differently such that your shot goes in, then I think that means you did better. Basically, actually making the shot definitely matters, and someone pretty much definitionally did not actually shoot the same in their makes and misses, since if they did then the result would be the same. The actual difference in what they did may be really tiny, but there’s definitely a difference and one is absolutely better than the other.

You mention winning bias, and I will say I definitely don’t see that as winning bias. Winning bias is basically saying someone/something was better because they won due to factors out of their control. Saying someone did better because they were successful due to things that were actually in their control (i.e. making a shot) isn’t winning bias. It’s saying that it’s better for someone to have done the things in their control in a better way. Which has to be right. If you won because you actually were better, then it’s not biased to conclude that the person who won was better. It’s only biased if it wasn’t in their control. Of course, someone might’ve done the things in their control better because they had a better “process” or because they just executed things better at a micro-level. In both cases, though, they’re doing the thing better, just for different reasons.

2. You mention multiple times that I’m focused on a drop in TS%, and I don’t think that’s actually a fair portrayal of our exchange. The way this exchange started is that I mentioned to someone else that I don’t think Garnett played as well in the playoffs as he’d played in the regular season. I used data to back up this claim, but it wasn’t really TS% beyond a brief mention of it. Rather, I pointed to BPM, EPM, and WS/48, which all showed Garnett dropping significantly. You then responded with some box data that looked similar in regular season and playoffs and asked if the only difference was therefore “efficiency.” I pointed out that Garnett’s volume went down basically across the board on a per-possession basis, and noted that you were right that his efficiency also went down because his TS% went down and his turnovers went up. Your responses since then have focused a lot on the TS% piece, so that is what my replies to you have focused on. But I don’t think it’s fair to say that I’m actually particularly focused on TS%. For one thing, it’s not really what I led with. Rather, my argument on this initially focused on BPM, EPM, and WS/48. Your response specifically keyed in on “efficiency” but even then I talked about volume decreases as well as another form of inefficiency (i.e. higher turnovers). So, to some degree, I feel like you’ve focused the discussion on TS% and then criticized me for being too focused on TS%.

3. You mention that “if there were infinite universes, each differing based on effective luck, I'd expect that jake in those other universes would be arguing very different things if he used this reasoning.” I think that’s generally true, and it’s something I’m comfortable with. Like, as I said, if we ran the 2004 and 2006 playoffs over again, I’m definitely not certain that Wade would outplay Garnett as much as he did in reality. In fact, my guess is that he probably wouldn’t. But I’m most concerned with what actually happened, not what might’ve happened in a hypothetical world where we had a larger sample. I think it’s perfectly reasonable to take a different approach than I do, and to try to make a holistic assessment of a player’s goodness and go with that. However, that’s not the approach I take to an assessment of “greatness.” I care most about what happened. If what happened might’ve been a result of “luck,” then that’s just the way the cookie crumbled in reality.

One significant caveat I’d add here is that I’m not sure I’d call a player’s own performance “luck,” whereas I would say the performance of other players is more about luck since it’s not under the player’s control. I think the way I’d conceptualize the concept you’re talking about is as randomness, not luck. It’s perhaps just a semantic difference, but I figured I’d mention that.

4. I think you may not be getting the distinction I’m making between variance affecting greatness even if it doesn’t affect goodness. You said “You connect small changes to TS% over small samples to changes in how good a player was playing.” And yeah, I think if a player makes shots more often, then all else being equal, they are actually playing better (see above for some further thoughts on that). However, the fact that they’re playing better in a small sample doesn’t mean I would extrapolate that to a conclusion that they really *were* a better player. So, for instance, let’s say Player A and Player B play equally well across a large sample of games. Then they go into a playoffs, and Player A’s shot is much more on than Player B, but otherwise they both play exactly the same. To me, Player A played better in the playoffs than Player B. And, since it’s the playoffs, that probably would lead to a conclusion that Player A was higher up in a ranking of “greatness.” But it wouldn’t necessarily tell me that Player A is actually a better player than Player B in general. After all, in this hypothetical, we have a large sample of them being equally good, so I have good reason to believe that Player A doing better in a small sample was just random. But I think randomly playing better in the most important games can make someone’s year “greater” than the other guy’s.

You push back on this and say you “reject” the idea that “goodness of play is a different concept from goodness in general.” I think the above probably covers this, but let me just try to clarify more what I mean here. I think goodness of play *in small samples* is different from goodness in general. If someone plays better than someone else in large samples, then I’ll just conclude that they’re better. If someone plays better in a small sample, then I won’t necessarily conclude that that means they’re actually a better player, rather than that they happened to have played better in a small sample of games.

As it applies to 2006 Wade and 2004 Garnett, I look at large samples and they indicate to me that Garnett was probably the better player. But I look at the playoffs and I see Wade having played better in those games. One explanation for that is that the playoffs are different than the regular season and 2006 Wade was simply a better playoff player than 2004 Garnett. That’s possible, but another explanation is that 2006 Wade having played better in the playoffs than 2004 Garnett did is just a result of variance and doesn’t tell us he would’ve been a better playoff player if we had a larger playoff sample. For purposes of the “greatness” of a year, I don’t really care all that much about which explanation is correct, because I’m focusing on what actually happened in that small sample (because what actually happened in that small sample is extremely important to the “greatness” of a player’s year), and I think what actually happened is that Wade played significantly better in the playoffs than Garnett. For purposes of how “good” these players were in those years, though, which explanation is correct does matter. If 2006 Wade would be a better playoff player in a larger playoff sample, then perhaps he was simply the better player, despite being less impactful in regular season samples. But if Wade happened to have randomly played better in those playoffs but Garnett would’ve been better in a larger playoff sample, then Garnett would definitely be the better player. I definitely think it’s possible that the latter is correct. Indeed, I might even think it’s more likely than not the correct explanation. But that doesn’t change the fact that I think Wade played substantially better in the playoffs in reality and that that holds huge independent weight for me in an assessment of the greatness of their years.

5. I think it’s quite likely that rTS% is generally higher in the playoffs than in the regular season. To illustrate this, here’s the difference between the league’s regular season and playoff TS% in the last 25 years (with a positive number meaning that RS TS% was higher):

2025: +1.0%
2024: +1.4%
2023: +1.5%
2022: -0.1%
2021: +0.1%
2020: -0.9%
2019: +0.9%
2018: +0.1%
2017: -1.1%
2016: +0.7%
2015: +0.8%
2014: -0.7%
2013: +0.6%
2012: +0.7%
2011: +1.2%
2010: -0.0%
2009: +0.0%
2008: +0.8%
2007: +1.1%
2006: -1.1%
2005: -0.5%
2004: +1.6%
2003: -0.6%
2002: +0.6%
2001: +0.7%

So, on average in the last 25 years, we have the league’s regular season TS% averaging being only 0.35% higher than playoff TS%. Which is a tiny difference. This means that the average playoff rTS% is higher than the average regular season rTS% as long as the average playoff team had an opponent TS% in the regular season that was at least 0.35% lower than the league’s regular season average. Which seems extremely likely to be the case, given that playoff teams generally had good regular season defenses and 0.35% is a small amount.

6. On the stuff about Duncan/Garnett and 3PAr, you provide a lot of interesting data, which I’ll have to delve into further. One initial reaction is that the teammate 3PAr info is interesting, but I feel like it has to be missing something. After all, if the Timberwolves 3PAr goes down more with Garnett on than the Spurs 3PAr does with Duncan on (which is what the PBPstats data I provided shows), and both Garnett and Duncan shoot a similar volume of shots and neither one shoots threes, then the explanation for that difference basically has to be something about what’s going on with their teammates. But you provide info suggesting that teammates’ 3PAr went up more with Garnett on the floor than with Duncan on. There basically has to be some explanation that squares these pieces of info into a coherent picture. One potential explanation is that the Timberwolves were less likely to play three-point shooters with Garnett than the Spurs were with Duncan. If the Timberwolves put Garnett in lineups with non-shooters more than the Spurs did, then we might see the Timberwolves 3PAr with Garnett go down more, even if the guys who were actually shooters tended to shoot plenty of threes with Garnett on the floor. Another explanation might be that the teammate-3PAr data looks different for the players you didn’t look up. There may be other explanations, but that’s what I can think of. I am losing some steam here and don’t have time to actually delve into data to try to figure out which explanation is right. I tend to think it’s probably not the latter, since you went through a bunch of teammates. So my guess is it’s the former. If that’s the case, then we’d have to ask why different lineup decisions were made with these players. And the explanation may go back to what I was saying—which is that Garnett’s offense is less conducive to the team producing lots of threes. If you have a star whose offense isn’t very conducive to producing a lot of threes, you’ll probably stagger minutes such that your shooters are often on the court when he’s off the court. Which would result in the team 3PAr being lower with that star on the floor, even if individual teammates that are shooters still tended to shoot threes when they took shots with the star on the floor. Again, though, I’m kind of just talking off the cuff here, without taking time to figure out if what I’m saying is borne out in the data. And I know you must’ve spent a long time pulling all the data you provided there, so apologies for not really giving as much effort in my response to that.


I'll follow suit and just reply to your whole post altogether. I'll also note that I think we're probably close to moving on from this issue with a clear sense of how our methods diverge, and I consider that a productive conversation!

On 1: Yeah so I think we've presented our divergence pretty clearly here.

You're seeing made shots as good shots, missed shots as bad shots, and thus - all other things being equal - the more you make the better you're shooting.

I see human biomechanics as an inherently variable thing where in order to determine better or worse - again, all other things being equal - you need sufficient sample for the difference in result to be greater than the expected variance, and so if I see a difference that seems smaller than that, I don't assume that the player in question was actually biomechanically superior or inferior than what they typically are.

Re: not winning bias because the factors are in the player's control. I do think the question of whether something was under a player's control - was he shooting, or was his teammate shooting? - is quite important, and I'm fine with saying that crediting/blaming a player for his teammate making/missing a given shot is considerably more egregious than doing the same for the player with his own shot.

But I would say that winning bias is a subtle snake. If the fact a player's team won means you don't seek to analyze his misses like you would if his team won, that is a kind of a winning bias. In other words, if the team results lead us to anchor our assessment on different granular things which tend to be positives when they win, and negative win they don't, that's at the heart of what winning bias is.

On 2: I'm sorry if you feel I've misrepresented you, and I don't want to drag us back into that. I will say that when you emphasize you were more focused on the BPMs of the world than the TS% I get the frustration with being painted with a more simplistic brush and I'll try to be careful with that going forward.

First and foremost what I was seeking was the simplest thing we could point to that would show our divergence in method, and to me that's about how we're seeing makes/misses. The same type of dichotomy is true for anything else in an all-in-one (rebounds, assists, etc), to say nothing of the all-in-one itself, but the straight forward of make vs miss, and us interpreting that differently, gets to the crux of the matter in my view... but I do get the frustration with being described as focusing on the simplest of stuff when there's more to it than that.

On 3: Comfortable with diverging from other universes. Okay, carry on.

On 4: "randomly playing better in most important games can make someone greater". I would concede the point, but the thing is, from a mainstream legacy perspective, so can a teammate making or missing a shot. LeBron's legacy is greater because Ray Allen made that shot, and that's all there is to it.

It's then a question of:

a) Do you want to embrace randomness (like the mainstream)?

b) Do you want to try to normalize out the randomness (like me in this particular study)?

or

c) Do you want to embrace some randomness but normalize for others (like you here)?

On 5: Very interesting. I remain skeptical that the average playoff player has a higher PS TS% than RS TS%, but I'll have to look into it more.

On 6: I appreciate acknowledging the data but returning with more questions for us to consider.

I do think the #1 thing here is to just be cautious about coming to dramatic conclusions, but I'll say some things as I see them in terms of how players are playing differently with and without the star.

First, I'd expect it's players we might call secondary stars who are the ones who are mostly likely to shift how they play with and without the star, in comparison to the role players. Pop's never going to put a lineup out there where Bowen is a floor general, for example, but a Ginobili is playing a considerably different role depending on the presence of Duncan & Parker.

Hence, when I see a guy like Sprewell shoot a lot more 3's with Garnett compared to without, I'm guessing that he effectively played more like a classic star when Garnett was out and more like a role player when Garnett was in. (Not that he shot a ton by current standards, he just shot enough that I think we can recognize a change in role.)

The fact that Spree wasn't shooting as many 3's sans-KG when he was presumably more in star-mode does also mean that we shouldn't assume that those shots were equally set up. It may well be that as a star he only shot 3's in desperate moments, but with KG it was part of his job. So while we shouldn't conclude he couldn't shoot 3's except with KG, what we can say is that KG's presence didn't stop him from getting quality shots from 3.

I'll be careful about drawing conclusions here, but yeah, I think looking at how secondary stars do with and without primary stars is often very telling, and can really shed light into what contexts are actually getting the best out of them. When taking lesser primacy leads to better shooting, then things are generally working out like we'd expect. When it leads to worse shooting, there's something weirder going on.


Thanks for this response. I’ll just close the loop on this and say that what you’ve said here makes sense to me and I don’t have anything I think I need to clarify or respond to. I actually think the options you set forth on #4 do a very good job of describing the possible approaches to this issue and which approaches you and I are taking here. And, to be clear, I don’t think your approach is wrong. It’s just different than mine.

The only thing I want to add is that I acknowledge the downside of any approach like mine that “embraces some randomness” is that it can potentially stonewall a holistic assessment of a player’s abilities, how they might translate to other contexts, etc. After all, if I say I primarily care about what actually happened (particularly in the most important games), then that means I don’t necessarily care much about exactly why that happened, how it might or might not translate to a larger sample or different context, how they might fit with other players, etc. And I’ll just say that, while my personal approach to assessing “greatness” doesn’t really put a whole lot of weight on those questions, I still find discussions about that stuff interesting and definitely don’t want my approach to be seen as discouraging others from talking about that stuff. Basically, I acknowledge my approach ends up being a bit more surface-level than other approaches, and want to note that I still find the deeper-level discussions interesting, even if they’re unlikely to be very persuasive to me for the specific purpose of my own rankings.
OhayoKD wrote:Lebron contributes more to all the phases of play than Messi does. And he is of course a defensive anchor unlike messi.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#228 » by tone wone » Sat Sep 6, 2025 2:28 am

Prime Chris Paul was freaking awesome. Never forget :lol:
SinceGatlingWasARookie wrote:I don’t think LeBron was as good a point guard as Mo Williams for the point guard play not counting the scoring threat. In other words in a non shooting Rondo like role Mo Williams would be better than LeBron.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#229 » by One_and_Done » Sat Sep 6, 2025 2:35 am

tone wone wrote:Prime Chris Paul was freaking awesome. Never forget :lol:

CP3 deserves consideration soon too.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#230 » by Doctor MJ » Sat Sep 6, 2025 3:39 am

lessthanjake wrote:Thanks for this response. I’ll just close the loop on this and say that what you’ve said here makes sense to me and I don’t have anything I think I need to clarify or respond to. I actually think the options you set forth on #4 do a very good job of describing the possible approaches to this issue and which approaches you and I are taking here. And, to be clear, I don’t think your approach is wrong. It’s just different than mine.

The only thing I want to add is that I acknowledge the downside of any approach like mine that “embraces some randomness” is that it can potentially stonewall a holistic assessment of a player’s abilities, how they might translate to other contexts, etc. After all, if I say I primarily care about what actually happened (particularly in the most important games), then that means I don’t necessarily care much about exactly why that happened, how it might or might not translate to a larger sample or different context, how they might fit with other players, etc. And I’ll just say that, while my personal approach to assessing “greatness” doesn’t really put a whole lot of weight on those questions, I still find discussions about that stuff interesting and definitely don’t want my approach to be seen as discouraging others from talking about that stuff. Basically, I acknowledge my approach ends up being a bit more surface-level than other approaches, and want to note that I still find the deeper-level discussions interesting, even if they’re unlikely to be very persuasive to me for the specific purpose of my own rankings.


Great ending post! I enjoyed the back & forth jake.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#231 » by ShotCreator » Sat Sep 6, 2025 10:51 pm

Jaivl wrote:Kinda funny that the discussion for the #3 peak of the century has and been based around... Garnett vs Kobe vs Wade and Curry vs The 20th Best Peak Of The Century James Harden? What about Shaq, what about Jokic?

lessthanjake wrote:
f4p wrote:pretty clearly? i mean are we sure he's even as valuable as draymond? and even if someone like's peak cp3 over peak durant, 33 year old cp3 over 29 year old durant? i mean maybe i can squint and get a tie. but then the leftover of durant + draymond compared to cp3 is just a massively impactful player that is going to dwarf anyone left on the rockets individually. and the warriors still have klay and half a series of iggy (3 games where he had a 71 TS% so much better than normal). and of course all of the iggy was hurt people never care that one of the things that made the rockets so good was having lots of 3&D guys like mbah a moute and he got hurt and played basically the same amount as iggy except was unbelievably bad with 13/20/0 shooting splits. yeah, 2-15 from the field, 1-10 from 3, and even missed both free throws. so the warriors basically got 3 games of super iggy and the rockets got 3 games of "actively destroying the team" mbah a moute. even if they had played all 7 games at the normal level, the disparity between those 2 probably wouldn't have been as large as it was in just those 3 games.

Okay, so let’s look at some info for reference here:

Let’s first look at EPM. In 2018, Chris Paul had a +6.1 EPM. Durant had a +4.8 EPM and Draymond had a +2.3 EPM.

How about RAPM? Well, single-season RAPM is too small a sample to be reliable, so let’s instead look at 3-year RAPM from 2017-2019. We will use the NBArapm website. By that measure, Chris Paul had a +6.7 RAPM. Durant had a +4.0 RAPM, and Draymond had a +4.2 RAPM.

How about RAPTOR? Chris Paul was at +8.6, while Durant was at +5.2 and Draymond was at +4.3.

What about LEBRON? Chris Paul had a +4.32, while Durant was at +3.91 and Draymond was at +2.61.

So yeah, I feel pretty comfortable with the conclusion that Chris Paul was better than Durant and Draymond that year. In fact, by most of this data, he’s closer to being as impactful as both of them combined as he is to being less impactful than any single one of them.

(...)

Let’s do some similar analysis.

What does EPM tell us about these guys at that point? Well, it has Capela at +3.9 and Gordon at +3.0, while it has Klay at +2.6 and Iguodala at -1.1. So this is a massive advantage for the Rockets duo.

Hey, I have something for you two.

2018, 3PT% without Paul / with Paul
Mbah a Moute 27.4% -> 43% (shot quality -2% with Paul) -> at 2.8 3PA per game, a +1.3 point swing due to luck
PJ Tucker 33.5% -> 43.8% (shot quality almost identical) -> at 3.8 3PA per game, a +1.2 point swing due to luck
Trevor Ariza 32.6% -> 38.4% (shot quality stays identical) -> at 6.9 3PA per game, a +1.2 point swing due to luck
Ryan Anderson 37.2% -> 39.8% (shot quality stays identical) -> at 5.1 3PA per game, a +0.4 point swing due to luck
James Harden 34.7% -> 36.7% (shot quality -2% with Paul) -> at 10.0 3PA per game, a +0.6 point swing due to luck

Shot quality and shot distribution metrics are pretty much identical for every player. The difference? Literally, luck. A +4.7 point swing on Chris Paul's on/off bank, due to randomness (at minimum. Eric Gordon's difference is smaller but also positive. Gerald Green also has a big shooting discrepancy but he didn't play that many minutes so I didn't count him).

For the record, that does not happens with Harden. Everybody has identical or slightly better shot quality metrics when he's on the court, and shoot around the same or a bit better. Everybody but Paul himself, that is, who shoots way worse with Harden on the court :lol:

It's one of the bigger unidirectional swings I can think of. At least with San Antonio's 2003 big shooting luck swing their shot quality also dropped without Duncan.

Hmm.

viewtopic.php?p=100754542#p100754542

Harden was lazy on his kickouts for some years there. Lots of inaccurate behind the back passes. Relatively speaking of course.

Chris Paul was a machine. No extra fat, no screwing around. Even if the defender is there to the same degree, the placement is just different. Guys went right into their shots on a CP3 pass. Harden would make you lean or catch with one hand or something. Generally speaking.

I don't like luck at these levels. Over the course of entirse seasons. I don't really think it actually exists.

I just wanted to post this. I don't even know what the discussion is.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#232 » by Doctor MJ » Sun Sep 7, 2025 1:39 am

Criteria, Process, Prior Voting Posts

Spoiler:
Criteria

Players with best peak goodness as can be observed through their actual Play in the team contexts they Played in.

With "goodness" being something like:

"Capacity for Value-based Achievement as an n-dimensional feature approximated to 1-dimension for ranking purposes".

With "Value" set in the time the Player Played, but with Achievement having a Level of Competition weighting which still applies for this 25-year project, but is of considerably less consequence than when we try to do an All-Time list.

Process
In a nutshell, I'm going to look to
I'm intending to make a lot of use of data that's now available for this era. To some degree that's literally going to be true for earlier eras, but Play-by-Play era ('96-97 onward) based sites are currently the best they've ever been - and believe me when I tell you that the ups and the downs of sophisticated PBP analytics sites have been such a big problem for really using them in a project like this before. Not that I recall us doing something like this before, but even if we had, the ability to use these stats would have been far more limited.

For reference, because it may help others, sources I expect to personally use:

nba.com
basketball-reference.com
pbpstats.com
nbarapm.com
xrapm.com
thinkingbasketball.net
Cheema's playoff studies, which are linked to and well-summarized in this post by OhayoKD, which I've always liked.

And quite possibly others, particularly if people bring this to my attention.

Specifically I may used DPM, but as I alluded to in my prior post, I'd have to get more confident in it than I am at this moment, and this moment is when I need to start voting.

I believe nbarapm is going to be the one I'll be sharing from the most.

On a philosophical level here, I'm not looking to outsource my thought to any measure, but rather to try to understand things well enough that I can justify how my assessment diverges. When people allege inconsistency in analysis, the way they present the criticism is generally pretty alienating, but the truth is that I'm certainly trying to be consistent in my approach within a given study.

On the other hand, I want to be able to be "inconsistent" in that I don't want to be locked in to evaluating things the same way every project. If it leads to different results, that then becomes food for thought in and of itself.

Prior Votes:
#1-2 LeBron, Steph, Jokic, KG


------------------------------------------------------------------------

Vote

1. 2017 Steph Curry (> 2016 > 2015 > 2022)
2. 2023 Nikola Jokic (> 2025 > 2024 > 2022)
3. 2004 Kevin Garnett (> 2003 > 2008 > 2002)
4. 2001 Shaquille O'Neal (> 2002 > 2003 > 2005)

So, with the nature of this thread being that we're expecting each time to re-vote for some of the same guys as before, I've just linked to my last vote inside the spoiler. I'm not sure if this is the best approach going forward, but to be honest, my prior post was quite the ramble anyway. Y'all have probably read me talk about Steph, Jokic & KG plenty of times anyway, plus seen me talk about KG a good amount in this very thread.

So I'm sliding 2001 Shaq onto the ballot, and here there are some things to talk about.

Back during '00-01 season, my life-long fandom for the Lakers got a lot more complicated because I really hated what was happening with the Shaq-Kobe relationship - and while both did plenty over their tenure to frustrate me, Shaq was the guy I saw as the main culprit. As such, championing Shaq specifically for that season now is quite strange. I feel like in the past I might have actually chosen 2002 over 2001 for that reason.

But I do think Shaq peaked in '99-00 and regressed a bit each year after that,
And they did change the Illegal Defense rule after '00-01 specifically to undermine Future Shaqs,
(even if it's unclear whether teams really made use of the change all that effectively before the Pistons of '03-04).
And am I really going to hold the early season against Shaq when the team finished like THAT?

Well, apparently not. :lol:

In terms of players I might consider over Shaq, here are the guys on the aforementioned 4Y Peak RAPM table still not inducted or on my ballot but ahead of or tied with Shaq:

Chris Paul 9.1
Steve Nash 8.8
John Stockton 8.3
Manu Ginobili 7.9
Kawhi, PG, Lowry, Shaq 7.8

Now, I would expect this regular season stat to underrate Shaq to some degree, because obviously, he didn't reliably take the regular season seriously in this era.

For perspective, Shaq had a playoff On-Off of +17.2 across his 8 years on the Lakers, which is pretty dang crazy, and north from what you see from anyone else on that list for such extended runs. I wouldn't say that "proves" Shaq was more valuable in the playoffs, but it does make it pretty easy to justify placing Shaq above these other guys.

In some ways the question might be more why I didn't have Shaq in my original 4, because it's not like have necessarily have an analogous rating that tops Shaq.

My simplest explanation for LeBron, Steph & Jokic is that there is a factor here for me about being more impressed by excelling in later eras because I think the quality of competition was considerably better, and I think that the shifts in the game would not help Shaq.

Garnett is more complicated because they they peaked in nearly the same era, and Shaq was considered the clear cut best player of that era over KG (or TD for that matter). But aside from the fact that I think KG would be the better player with modern strategy, he was literally the more impactful regular season player, and he had a higher playoff On-Off in his Boston span than Shaq did in his LA span, and this would not be hurt if we added KG's last 3 postseasons in Minny... so what exactly am I pointing to Shaq over him for other than rings?

Of course this flips us back to why not favoring other more contemporary players from the list over Shaq (such as Paul, Kawhi, PG, Lowry).

With Paul there is the matter of playoff falloffs that I'm not comfortable overlooking. Paul of course wasn't a bad playoff player, but he was a player whose teams really should have had more playoff success than they did, and in a comparison with someone like Shaq, it feels significant.

Kawhi? Well, I think that playoff "inevitability" factor got way overhyped. He's great, but he landed in two absolutely perfect situations before torpedoing his championship career dipping his toe into team building. Doesn't mean I won't be considering him going forward, but Imma stick with Shaq.

PG, honestly a guy I don't think was ever consistently reliable in the playoffs.

Lowry? Not seriously considering him over Paul or Kawhi.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#233 » by lessthanjake » Sun Sep 7, 2025 1:52 am

ShotCreator wrote:
Jaivl wrote:Kinda funny that the discussion for the #3 peak of the century has and been based around... Garnett vs Kobe vs Wade and Curry vs The 20th Best Peak Of The Century James Harden? What about Shaq, what about Jokic?

lessthanjake wrote:Okay, so let’s look at some info for reference here:

Let’s first look at EPM. In 2018, Chris Paul had a +6.1 EPM. Durant had a +4.8 EPM and Draymond had a +2.3 EPM.

How about RAPM? Well, single-season RAPM is too small a sample to be reliable, so let’s instead look at 3-year RAPM from 2017-2019. We will use the NBArapm website. By that measure, Chris Paul had a +6.7 RAPM. Durant had a +4.0 RAPM, and Draymond had a +4.2 RAPM.

How about RAPTOR? Chris Paul was at +8.6, while Durant was at +5.2 and Draymond was at +4.3.

What about LEBRON? Chris Paul had a +4.32, while Durant was at +3.91 and Draymond was at +2.61.

So yeah, I feel pretty comfortable with the conclusion that Chris Paul was better than Durant and Draymond that year. In fact, by most of this data, he’s closer to being as impactful as both of them combined as he is to being less impactful than any single one of them.

(...)

Let’s do some similar analysis.

What does EPM tell us about these guys at that point? Well, it has Capela at +3.9 and Gordon at +3.0, while it has Klay at +2.6 and Iguodala at -1.1. So this is a massive advantage for the Rockets duo.

Hey, I have something for you two.

2018, 3PT% without Paul / with Paul
Mbah a Moute 27.4% -> 43% (shot quality -2% with Paul) -> at 2.8 3PA per game, a +1.3 point swing due to luck
PJ Tucker 33.5% -> 43.8% (shot quality almost identical) -> at 3.8 3PA per game, a +1.2 point swing due to luck
Trevor Ariza 32.6% -> 38.4% (shot quality stays identical) -> at 6.9 3PA per game, a +1.2 point swing due to luck
Ryan Anderson 37.2% -> 39.8% (shot quality stays identical) -> at 5.1 3PA per game, a +0.4 point swing due to luck
James Harden 34.7% -> 36.7% (shot quality -2% with Paul) -> at 10.0 3PA per game, a +0.6 point swing due to luck

Shot quality and shot distribution metrics are pretty much identical for every player. The difference? Literally, luck. A +4.7 point swing on Chris Paul's on/off bank, due to randomness (at minimum. Eric Gordon's difference is smaller but also positive. Gerald Green also has a big shooting discrepancy but he didn't play that many minutes so I didn't count him).

For the record, that does not happens with Harden. Everybody has identical or slightly better shot quality metrics when he's on the court, and shoot around the same or a bit better. Everybody but Paul himself, that is, who shoots way worse with Harden on the court :lol:

It's one of the bigger unidirectional swings I can think of. At least with San Antonio's 2003 big shooting luck swing their shot quality also dropped without Duncan.

Hmm.

viewtopic.php?p=100754542#p100754542

Harden was lazy on his kickouts for some years there. Lots of inaccurate behind the back passes. Relatively speaking of course.

Chris Paul was a machine. No extra fat, no screwing around. Even if the defender is there to the same degree, the placement is just different. Guys went right into their shots on a CP3 pass. Harden would make you lean or catch with one hand or something. Generally speaking.

I don't like luck at these levels. Over the course of entirse seasons. I don't really think it actually exists.

I just wanted to post this. I don't even know what the discussion is.


Yeah, I think reasonable minds can differ on this, but I’m not a big fan of doing luck adjustments for three-point shooting over significant samples. How well a player’s teammates shoot from three with them on the court is genuinely something that they have a significant effect on, so I’m not comfortable assuming it’s luck. And that’s not just in terms of things “shot quality” metrics can account for (such as how open a guy is, what distance the shot is from, etc.), but also things that shot-quality metrics really can’t measure, like whether the guy received the ball in his shooting pocket or not, whether guys were getting the ball in the areas of the court they’re most comfortable in, etc. It’s quite plausible to me that someone like Chris Paul—who is actually known for his ability to get people passes exactly where they want them—would have actually had an effect on his teammates’ three-point shooting in a way that would not be captured by shot-quality metrics. I think there can also be some knock-on effects from seemingly unrelated things. For instance, if I’m a lazy defender, then my teammates will have to exert more energy on that end to cover for me, which might cause them to have heavier legs on the other end when they’re shooting threes. This won’t shot up in shot-quality measures. That said, all this doesn’t mean it couldn’t be luck. The bigger the sample, the less likely that is, but it’s not impossible for this sort of thing to be a product of variance (and there’s surely always at least *some* amount of variance with stuff like this), especially when we drill down into specific teammates that didn’t take huge amounts of threes in either the CP3-on or CP3-off minutes.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#234 » by One_and_Done » Sun Sep 7, 2025 1:52 am

I'm sorry, but why are we discussing Kyle Lowry in a list of the greatest peaks of all-time? Was that a typo or am I missing something? I can't imagine he'd be anywhere near this list.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#235 » by trelos6 » Sun Sep 7, 2025 2:28 am

One_and_Done wrote:I'm sorry, but why are we discussing Kyle Lowry in a list of the greatest peaks of all-time? Was that a typo or am I missing something? I can't imagine he'd be anywhere near this list.


His 4 year RAPM, through seasons 2015-19, have him at a +7.8. He was a hugely impactful player. I probably have him more towards the 30-40 range, but he could conceivably come up around 25.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#236 » by One_and_Done » Sun Sep 7, 2025 2:55 am

trelos6 wrote:
One_and_Done wrote:I'm sorry, but why are we discussing Kyle Lowry in a list of the greatest peaks of all-time? Was that a typo or am I missing something? I can't imagine he'd be anywhere near this list.


His 4 year RAPM, through seasons 2015-19, have him at a +7.8. He was a hugely impactful player. I probably have him more towards the 30-40 range, but he could conceivably come up around 25.

When the magic number you are using thinks Kyle Lowry had one of the top 10 greatest peaks of the modern era, it's time to rethink the process that led you to rely on that number. I can't imagine a single front office would value him that way.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#237 » by jalengreen » Sun Sep 7, 2025 3:12 am

One_and_Done wrote:
trelos6 wrote:
One_and_Done wrote:I'm sorry, but why are we discussing Kyle Lowry in a list of the greatest peaks of all-time? Was that a typo or am I missing something? I can't imagine he'd be anywhere near this list.


His 4 year RAPM, through seasons 2015-19, have him at a +7.8. He was a hugely impactful player. I probably have him more towards the 30-40 range, but he could conceivably come up around 25.

When the magic number you are using thinks Kyle Lowry had one of the top 10 greatest peaks of the modern era, it's time to rethink the process that led you to rely on that number. I can't imagine a single front office would value him that way.


Numbers don't think
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#238 » by Special_Puppy » Sun Sep 7, 2025 3:20 am

Jaivl wrote:Kinda funny that the discussion for the #3 peak of the century has and been based around... Garnett vs Kobe vs Wade and Curry vs The 20th Best Peak Of The Century James Harden? What about Shaq, what about Jokic?

lessthanjake wrote:
f4p wrote:pretty clearly? i mean are we sure he's even as valuable as draymond? and even if someone like's peak cp3 over peak durant, 33 year old cp3 over 29 year old durant? i mean maybe i can squint and get a tie. but then the leftover of durant + draymond compared to cp3 is just a massively impactful player that is going to dwarf anyone left on the rockets individually. and the warriors still have klay and half a series of iggy (3 games where he had a 71 TS% so much better than normal). and of course all of the iggy was hurt people never care that one of the things that made the rockets so good was having lots of 3&D guys like mbah a moute and he got hurt and played basically the same amount as iggy except was unbelievably bad with 13/20/0 shooting splits. yeah, 2-15 from the field, 1-10 from 3, and even missed both free throws. so the warriors basically got 3 games of super iggy and the rockets got 3 games of "actively destroying the team" mbah a moute. even if they had played all 7 games at the normal level, the disparity between those 2 probably wouldn't have been as large as it was in just those 3 games.

Okay, so let’s look at some info for reference here:

Let’s first look at EPM. In 2018, Chris Paul had a +6.1 EPM. Durant had a +4.8 EPM and Draymond had a +2.3 EPM.

How about RAPM? Well, single-season RAPM is too small a sample to be reliable, so let’s instead look at 3-year RAPM from 2017-2019. We will use the NBArapm website. By that measure, Chris Paul had a +6.7 RAPM. Durant had a +4.0 RAPM, and Draymond had a +4.2 RAPM.

How about RAPTOR? Chris Paul was at +8.6, while Durant was at +5.2 and Draymond was at +4.3.

What about LEBRON? Chris Paul had a +4.32, while Durant was at +3.91 and Draymond was at +2.61.

So yeah, I feel pretty comfortable with the conclusion that Chris Paul was better than Durant and Draymond that year. In fact, by most of this data, he’s closer to being as impactful as both of them combined as he is to being less impactful than any single one of them.

(...)

Let’s do some similar analysis.

What does EPM tell us about these guys at that point? Well, it has Capela at +3.9 and Gordon at +3.0, while it has Klay at +2.6 and Iguodala at -1.1. So this is a massive advantage for the Rockets duo.

Hey, I have something for you two.

2018, 3PT% without Paul / with Paul
Mbah a Moute 27.4% -> 43% (shot quality -2% with Paul) -> at 2.8 3PA per game, a +1.3 point swing due to luck
PJ Tucker 33.5% -> 43.8% (shot quality almost identical) -> at 3.8 3PA per game, a +1.2 point swing due to luck
Trevor Ariza 32.6% -> 38.4% (shot quality stays identical) -> at 6.9 3PA per game, a +1.2 point swing due to luck
Ryan Anderson 37.2% -> 39.8% (shot quality stays identical) -> at 5.1 3PA per game, a +0.4 point swing due to luck
James Harden 34.7% -> 36.7% (shot quality -2% with Paul) -> at 10.0 3PA per game, a +0.6 point swing due to luck

Shot quality and shot distribution metrics are pretty much identical for every player. The difference? Literally, luck. A +4.7 point swing on Chris Paul's on/off bank, due to randomness (at minimum. Eric Gordon's difference is smaller but also positive. Gerald Green also has a big shooting discrepancy but he didn't play that many minutes so I didn't count him).

For the record, that does not happens with Harden. Everybody has identical or slightly better shot quality metrics when he's on the court, and shoot around the same or a bit better. Everybody but Paul himself, that is, who shoots way worse with Harden on the court :lol:

It's one of the bigger unidirectional swings I can think of. At least with San Antonio's 2003 big shooting luck swing their shot quality also dropped without Duncan.


Want to note that Chris Paul being a top 6 player in the league in 2018 isn’t that hard to believe given that he was a top 6 player in the league from 2015-2017 as well.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#239 » by One_and_Done » Sun Sep 7, 2025 3:28 am

jalengreen wrote:
One_and_Done wrote:
trelos6 wrote:
His 4 year RAPM, through seasons 2015-19, have him at a +7.8. He was a hugely impactful player. I probably have him more towards the 30-40 range, but he could conceivably come up around 25.

When the magic number you are using thinks Kyle Lowry had one of the top 10 greatest peaks of the modern era, it's time to rethink the process that led you to rely on that number. I can't imagine a single front office would value him that way.


Numbers don't think

Neither does a roulette wheel. It doesn't mean you should read any special meaning into the number it spits out. It might not mean anything.
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Re: Top 25 peaks of the 2001-25: #3-#4 Spots 

Post#240 » by eminence » Sun Sep 7, 2025 3:48 am

1. 2017 Stephen Curry
2. 2001 Shaquille O'Neal
3. 2004 Kevin Garnett
4. 2023 Nikola Jokic


Curry was the heart of one of the best teams ever, dominated in both the RS and POs. Unique historically in role, nobody combines on/off ball perimeter play like he does, allowing for dramatic/effective change in pace. Allows a wide range of players to all play to the best of their ability with him. I generally find the offensive impact of great off-ball shooters underrated and Curry is the best of them (by a lot). Formed an all-time level duo with both Dray and KD. I'm sure not everyone is with me on this next take - but one of the better defenders of the offensive star guards.

The Lakers caught the lightening in the '01 playoffs. Shaq was the guy the 3peat was built around and the primary player I credit (Kobe obviously played spectacularly that run as well). Unmatched low post gravity and the best post scorer ever imo. Some real holes in his game, but there were at least periods where other teams didn't succeed in taking advantage of them and the '01 POs was the most prominent.

KG is the last of the 5 guys I seriously considered for the top of this project. Unfortunately, I come away feeling it was more a lack of opportunity than any lack of ability that did him in. He got the one team for one season, got them by the Kings in a tight series, and then the team fully collapsed around him. I think he could've done it, he just didn't. The most versatile player ever imo. A true 7-footer functioning as a high tier offense initiator is crazy. I love KG and he's my favorite #1 pick in a draft type setting for this period.

The top of the next tier I'm giving to Jokic for now. RS impact monster for the last half decade (some small concerns about stamina holding his teams back just a bit). But 'only' my #6 pick in this project due to PO translation concerns. Seems to have real holes in his game come playoff time (somewhat similar to Shaq) and hasn't had a run where they didn't appear that looks anywhere near as impressive as Shaq did on the '01 Lakers. Let down a bit by the competition that opposed them in '23. Back to the positive stuff - the best big man passer ever by a mile, ridiculous touch, great anticipation, and one of the strongest players on any court. The anticipation/strength make him a significantly stronger RS defender imo than the general public rates him (though still some clear weaknesses). Happy to have at the top of this 2nd tier, one of my favorite players to watch ever.
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