Top 25 peaks of the 2001-25: #15-#16 Spots

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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#161 » by lessthanjake » Sun Oct 19, 2025 9:04 pm

Owly wrote:
lessthanjake wrote:this particular situation is easily distinguishable from that one (since Davis’s overall playoff numbers in this regard are actually a lot higher than his regular season numbers, whereas the same isn’t true for LeBron—leaving a much more open question about playoff rising in general when it comes to Davis’s shooting).

The counterpoint would be that Davis's career playoff totals are very small in absolute terms and this sample makes up so much larger a proportion of those attempts than would be the case for LeBron.

So if one cares whether it's luck or not, and it's possible to say you basically don't...

The use of "playoff Davis" as a reliable baseline is ... somewhat dubious.


Yeah, I mean that was the point of my initial post on this! He looks better in the playoffs in terms of shooting, but the sample is fairly small so it’s certainly susceptible to a “this is just noise” interpretation.

Now for it to be "an open question" the evidence required is I suppose fairly weak.

The question then would be where the burden lies in "an open question". If it's hard to foreclose the possibility of riser because doing so would require a lot of data ... but where samples are small the chances of luck are much greater.


Yeah, I mean, the smaller the sample, the more the “this is just noise” interpretation seems likely compared to the “he’s actually a playoff riser” interpretation. If we’re talking about 60 games, though, I’m not sure it’s just categorically on the “this is just noise” side of the equation (though I think the counterargument would be that the sheer number of shots in those 60 games is still not very high). It feels more to me in the “it’s kind of impossible to know and it could plausibly be either” zone. If I had to guess, I’d say it’s just noise, but I don’t think it’s crazy to think otherwise, especially if one just has a general view of Davis as a guy who focuses up more in the playoffs (which is something I’ve seen people in this thread talking about).

The thing is if the default position with a small sample is luck and we don't include the thing hypothesized as luck in the sample (idea being this is supposed to be a broader trend, not just 2020 raising the averages) ...

The other playoffs, if I've back-engineered his Reference shooting numbers right Davis attempts 76 16ft-3pt long 2s and makes 32 for a 0.421052632 accuracy. 29 makes would be in line with his RS.


So this is an interesting point. But even that is like 4% above his career RS average. And that’s after taking his best data point out of the sample! Like, if he wasn’t a playoff riser in this regard, then wouldn’t we expect him to be *below* his RS average if we took out his best year? I do get the point, though, that 2020 looks more outlier-y if you take it out of the sample. I just am not sure taking it out of the sample is the best way to assess what his playoff baseline is.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#162 » by Djoker » Sun Oct 19, 2025 9:04 pm

Jaivl wrote:
Djoker wrote:His elite shooting combined with elite defense in the 2020 playoffs is the most value I can get out of any remaining player. Is it sustainable? I mean I think so. His length, size, and athleticism are elite so his defensive dominance is there. And if we look at another lengthy PS run in 2023, he also shoots the lights out so we can't dismiss his hot shooting as being on a heater. If a heater is 40 games long, at that point it's not a heater anymore. It's sustained great shooting.

His 2023 run he shot 10 of 17 from the long 2 and 5 from 15 from 3, hardly a "lenghty PS run" shooting-wise. You're basing Davis' shooting out of, like, a 18 game hot streak plus the equivalent of a single random 2006 Kobe game, ignoring the 1900+ FG attempts that say otherwise and calling it replicable. It's straight up dishonesty at this point.


It's actually a 37-game sample that I'm citing... 2020 PS + 2023 PS.

Even Ben Taylor struggled with this. How to deal with a guy who shoots way way better in a smaller PS sample. Do you not take the shooting at face value even though it happened? Honestly I'm ok with either approach and I understand why people have him lower.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#163 » by ReggiesKnicks » Sun Oct 19, 2025 9:15 pm

Djoker wrote:
Jaivl wrote:
Djoker wrote:His elite shooting combined with elite defense in the 2020 playoffs is the most value I can get out of any remaining player. Is it sustainable? I mean I think so. His length, size, and athleticism are elite so his defensive dominance is there. And if we look at another lengthy PS run in 2023, he also shoots the lights out so we can't dismiss his hot shooting as being on a heater. If a heater is 40 games long, at that point it's not a heater anymore. It's sustained great shooting.

His 2023 run he shot 10 of 17 from the long 2 and 5 from 15 from 3, hardly a "lenghty PS run" shooting-wise. You're basing Davis' shooting out of, like, a 18 game hot streak plus the equivalent of a single random 2006 Kobe game, ignoring the 1900+ FG attempts that say otherwise and calling it replicable. It's straight up dishonesty at this point.


It's actually a 37-game sample that I'm citing... 2020 PS + 2023 PS.

Even Ben Taylor struggled with this. How to deal with a guy who shoots way way better in a smaller PS sample. Do you not take the shooting at face value even though it happened? Honestly I'm ok with either approach and I understand why people have him lower.


I'll voice my opinion since I took struggle with this.

A post-season run is such a a small sample size, facing 1-4 incredible variation in variables with different opponents (personell and coaching) results in statistically speaking, nothing any scientist or data analyst would ever consider as a signal if doing a real life study.

This is why I try to cite multi-year studies when supporting my analytical assessment of a player in a given year as it provides context.

I don't fault anyone for honing in on a small sample like a single year, but when that single year is a clear statistical outlier, it does bring in some confidence interval questions and doubts regarding the statistical anomaly.

In support of what DJoker is saying, AD has proven twice now, in different post-season samples (albeit insignificant in size) that AD does possess this ability to have high-variance in his shooting spreads, which is valuable to his overall profile.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#164 » by Owly » Sun Oct 19, 2025 9:18 pm

lessthanjake wrote:
Owly wrote:
lessthanjake wrote:this particular situation is easily distinguishable from that one (since Davis’s overall playoff numbers in this regard are actually a lot higher than his regular season numbers, whereas the same isn’t true for LeBron—leaving a much more open question about playoff rising in general when it comes to Davis’s shooting).

The counterpoint would be that Davis's career playoff totals are very small in absolute terms and this sample makes up so much larger a proportion of those attempts than would be the case for LeBron.

So if one cares whether it's luck or not, and it's possible to say you basically don't...

The use of "playoff Davis" as a reliable baseline is ... somewhat dubious.


Yeah, I mean that was the point of my initial post on this! He looks better in the playoffs in terms of shooting, but the sample is fairly small so it’s certainly susceptible to a “this is just noise” interpretation.

Now for it to be "an open question" the evidence required is I suppose fairly weak.

The question then would be where the burden lies in "an open question". If it's hard to foreclose the possibility of riser because doing so would require a lot of data ... but where samples are small the chances of luck are much greater.


Yeah, I mean, the smaller the sample, the more the “this is just noise” interpretation seems likely compared to the “he’s actually a playoff riser” interpretation. If we’re talking about 60 games, though, I’m not sure it’s just categorically on the “this is just noise” side of the equation (though I think the counterargument would be that the sheer number of shots in those 60 games is still not very high). It feels more to me in the “it’s kind of impossible to know and it could plausibly be either” zone. If I had to guess, I’d say it’s just noise, but I don’t think it’s crazy to think otherwise, especially if one just has a general view of Davis as a guy who focuses up more in the playoffs (which is something I’ve seen people in this thread talking about).

The thing is if the default position with a small sample is luck and we don't include the thing hypothesized as luck in the sample (idea being this is supposed to be a broader trend, not just 2020 raising the averages) ...

The other playoffs, if I've back-engineered his Reference shooting numbers right Davis attempts 76 16ft-3pt long 2s and makes 32 for a 0.421052632 accuracy. 29 makes would be in line with his RS.


So this is an interesting point. But even that is like 4% above his career RS average. And that’s after taking his best data point out of the sample! Like, if he wasn’t a playoff riser in this regard, then wouldn’t we expect him to be *below* his RS average if we took out his best year? I do get the point, though, that 2020 looks more outlier-y if you take it out of the sample. I just am not sure taking it out of the sample is the best way to assess what his playoff baseline is.

On the last, I get that ... but if the hypothesis is "'20 is real" and '20 is also a huge chunk of your sample which is your evidence base that seems even more problematic. And I think the default with small samples is it's luck.

And on "Like, if he wasn’t a playoff riser in this regard" ... see the quote ... it's not "this is strong proof he's not a riser" it's "the case that he's a riser here hinges on him making 3 of these jump shots than expected" i.e. it's probably just luck. Just as the otherwise worse 3 point shooting is also probably just luck.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#165 » by Owly » Sun Oct 19, 2025 9:24 pm

DraymondGold wrote:Voting Post

To me, the next group is Nash, Harden, Embiid, AD. To get a gauge, let's compare with a few stats:

nbarapm (RS+PS):
Spoiler:
2-year Full-Season nbarapm:
07-08 Nash +7.5 [05-06 +6.5]
18-19 Embiid +7.5 [21-22 +6.4; 23-24 +6]
18-19 Harden 4.4 [14-15 +5.3, 19-20 +4.2]
14-15 AD +3.9 [19-20 +2.5]

3-year Full-Season nbarapm
06-08 Steve Nash +8.0 [+7.4 05-07]
17-19 Embiid +7.1 [= 21-23; 22-24 +6.6]
18-20 Harden +4.7 [= 17-19 = 16-18; 15-17+5.5]
18-20 AD +3.5

4-year Full-Season nbarapm
05-08 Nash +8.8
21-24 Embiid +7.7 [= 17-20 +6.5]
15-18 Harden +6.4 [17-20 +4.8]
18-21 AD +3.7

5-year Full-Season nbarapm
07-11 Nash +8.5 [05-09 8.3]
18-22 Embiid +7.0 [20-24 +6.2]
15-19 Harden +6.4 [14-18 +7.1, 16-20 +4.9]
18-22 AD +3.7
Surprisingly consistent ranking. Nash then Embiid then Harden then AD in every duration.

In EPM:
Spoiler:
1-yr EPM (estimated wins):
19 Harden +24.4
22 Embiid +16.3 (19 +13.9; 24 +11.3 = on pace for 23.8)
07 Nash +15.3 [05 +13.4]
20 AD +11.6 [on pace for 13.4; 18 +18.2]

3-yr EPM (estimated wins)
17-19 Harden +21.1 [18-20 +20.6]
06-08 Nash +14.8 [05-07 +14.5]
17-19 Davis +14.7 [18-20 +13.8]
22-24 Embiid +14.5 [19-21 +13.7]
Harden jumps out ahead with the box addition. Nash looks consistently over AD. Embiid looks like he could have been 1st or 2nd in 2024 if he remained healthy, but injuries held him back.

My personal impression is that I think Nash is the best player here, with very easy arguments for the rest of the group. Nash is a clear negative on defense, but he’s the last remaining GOAT offensive candidate, and I think the offensive advantage is greater than the defensive disadvantage compared to Harden (who I have next). I do see Harden as slightly more scalable (although neither are ideal), but Nash as more resilient in the playoffs which helps counteract. As has been discussed, Nash looks a little worse in box stats; but the things box stats typically struggle to capture are the subtler forms of defense and creation, and here I think Nash’s all-time creation may be underrated by box stats. For example, it’s hard to quantify his layup passing without tracking data — but looking at teammate rim percentages and attempts with Nash on and off the court, and Nash looks top 2 on record (with Curry). He’s also top 3 in his overall lift of his teammate’s true shooting across all areas of the court. This subtle creation (e.g. making higher value passes) imprints itself on his clear advantage in pure plus minus metrics like the RAPM above. It’s also possible EPM would be higher if it had the tracking data for things like those layup passes. Nash is competing to be the best passer ever (maybe second behind Magic, but it’s hard to tell how much of Magic’s advantage just comes from his size), the second-best shooter ever, and is one of the smartest players ever. His lack of size and athleticism hold him back on both ends (particularly defense, where he’s a genuine negative), as does his ball dominance.

Compare this to Harden, whose box stats (including EPM which has a box component) look best, but whose pure impact lags behind. This is consistent with the heliocentric playstyle, which tends to overrate pure impact compared to the box estimate. In fact, we can actually see this in Harden’s impact evolution. He’s at his most impactful per-possession pre-heliocentric ball, then becomes less impactful per-possession as he raises his load to record-breaking amounts. Some of this was discussed in prior threads by DoctorMJ, and I agree with some of his conclusions. I do think some of the lineups were set to reduce Harden’s raw plus minus (most notably Harden and Paul’s minutes were offset more than most star pairings, with Paul leading the bench lineups). But a) these lineups effects should be corrected in adjusted metrics RAPM, where Harden still comes out behind the competition, and b) this speaks to Harden’s scalability issues (and the scalability issues of heliocentrism in general) compared to the guys who got in ahead of him. I give Harden a ton of credit for his 2018 performance — that Rockets cast was among the best teams ever to not win a ring, and were definitely championship-level. I have him closer to the guys above, then the guys below — near the back of Tier 2, but definitely in Tier 2 and not 3. His uncertainty range could take him a few threads higher, but that much lower. Great player. I just see him as having a few more limitations than the guys ahead of him.

Next are Embiid and AD. I see them as the border between Tier 2 and 3. Both have high arguments to get them into Tier 2. Both have major limitations.

For Embiid, it’s obviously healthy. Does a healthy Embiid exist? If we have to go with an early-prime version of Embiid (circa 2019) to get a guy who could finish the playoffs (and even he might be banged up by the end), how much worse is he when he’s younger? For the purposes of a project focused on peaks (which to me is close to “who’s the best at their best”), how much should I be willing to forgive for being injury prone to just focus on player abilities when healthy? An actualized 2024 Embiid with health may well have gotten in a few threads earlier. That player didn’t entirely exist, and existed for a short enough sample that it’s unclear how much of the peak impact is noise even if I did just want to focus on healthy Embiid. It's just hard to tell with this guy. Regardless, he's a really fantastic defender (slightly better when he was younger, but still great by 2024) and provides a ton of offensive lift with his diverse scoring arsenal and improved playmaking/decision-making as he got older.

For AD, it’s the regular season. He’d the worst regular season player to be voted in by far. As the Thinking Basketball peaks project pointed out, much of this is due to a lack of creation. He has the smallest impact on his teammate’s true shooting by far of anyone discussed here (basically neutral or even occasionally slightly negative in the regular season; very small positive in the playoffs). He still retains scalability as a finisher along side a good creator, but the lack of playmaking does hold him back. There’s been some very enjoyable discussion between Jaivl and Jake about playoff rising. I tend to think playoff resilience is a bit overrated in discussions of certain players (or at minimum often misdiagnosed for a change in health, differences in situational fit, and small-sample noise). I absolutely think we should ground our analysis with a healthy dose of regular season analysis, since playoffs can really truly be subject to a lot of small-sample noise. But as others have pointed out, (a) there is a preparation and adjustments aspect that’s pretty unique to the playoffs. As Jake says, (b) there’s a level of effort increase in the playoffs. I think this is particularly relevant for players with limited motor, drive, or durability. This last aspect — durability and motor — seem particularly relevant to AD, who has a body that wears down if put under too much continuous strain. It makes sense for someone with known durability issues to dial it back in the regular season, then boost it for a short stretch of games in the playoffs. The defensive effort clearly goes up, as does the physicality of offense. There’s further evidence of this with AD’s position — he shifts to play more small-ball 5 in the playoffs than the regular season, and he’s likely gaining some value there. All that to say, I do have concerns about his lack of playmaking and the stability of his shooting, which hold him back from being higher. But I do think he’s at the intersection of being scalable and resilient, with a lot of highly valuable ceiling-raising skills if placed with a nice fitting lead creator. So I think it’s enough to get him over the other competition.

In terms of other candidates, I just see a drop-off in their goodness. Draymond has a beautiful high-end argument in terms of value to the Warriors-specific team, and I’ll definitely have him on my ballot at some point. But I think some of his outlier impact comes from unsustainable shooting and really phenomenal fit (boosted by playing alongside a Top 10 candidate). Manu’s a great player and massively underrated player, but I do think his smaller role limited his total-season impact compared to his per-possession impact (as we’ll see next). In EPM’s 3-year Estimated Wins, 15-17 Draymond’s +13.9, 05-07 Manu’s +12.6. Both seem a bit below the four candidates I have (22-24 Embiid’s lowest at +14.5, and that’s with his missing games). There are a few other candidates who look to be this level in EPM:
23-25 Luka’s +15.1, 02-03 McGrady’s +15.9 (two-year as I don’t have his 04 value), 09-11 Howard’s +17. I expect them to be gaining discussion soon. Still, their pure rapm is a bit lower than the first three candidates, and I see them as slightly worse in terms of goodness. Their time in Tier 3 will be coming soon.

Overall, my personal impression of them as players seems broadly consistent with the impact metrics we have. Of course there's variability and noise, but I think my film-based impressions of their impact are supported in the data. Thus:

1. 2007 Steve Nash (>05 ?)
2. 2019 James Harden (>18 and 20)
3. 2024 Joel Embiid (> 2019? How does one pick a year for him?)
4. 2020 Anthony Davis

The one question I'd ask here is how comfortable are you with EPM Wins's baseline. As far as I can tell it's at -3.

So '25 Demar Derozan is at +0.4 EPM and 6.6 EPM Wins
Keldon Johnson is at -2.6 and 0.6 EPM Wins
Bilal Coulibaly -2.2 and 1.1
By far the majority of the players in the +1.2 to +1.8 EPM range are below Derozan in wins. Are those other two, if those rate levels are accurate, really adding wins or just being on the court.

There's value to being okay in roster construction. Arguably the importance of having, say, a quality 8th man of an okay standard (or playing at an "okay" standard for a playoff run) is something that may go underrated. Still at the end of the discussion where you're driving title probability I think cumulative metrics (especially if they accumulate linearly which I think most/all traditionally have, but not an expert on "newer" metrics) probably want a relatively high bar. In reality, too, you would hope that on a contender rotation minutes wouldn't be bleeding value.

Mileage may differ. Availability matters. I do wonder where the optimal bar is. It's a very open question. I think it at least warrants discussion. Per above can be somewhat concerned with it being set "low".
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#166 » by DraymondGold » Sun Oct 19, 2025 9:45 pm

Owly wrote:
lessthanjake wrote:
Owly wrote:The counterpoint would be that Davis's career playoff totals are very small in absolute terms and this sample makes up so much larger a proportion of those attempts than would be the case for LeBron.

So if one cares whether it's luck or not, and it's possible to say you basically don't...

The use of "playoff Davis" as a reliable baseline is ... somewhat dubious.


Yeah, I mean that was the point of my initial post on this! He looks better in the playoffs in terms of shooting, but the sample is fairly small so it’s certainly susceptible to a “this is just noise” interpretation.

Now for it to be "an open question" the evidence required is I suppose fairly weak.

The question then would be where the burden lies in "an open question". If it's hard to foreclose the possibility of riser because doing so would require a lot of data ... but where samples are small the chances of luck are much greater.


Yeah, I mean, the smaller the sample, the more the “this is just noise” interpretation seems likely compared to the “he’s actually a playoff riser” interpretation. If we’re talking about 60 games, though, I’m not sure it’s just categorically on the “this is just noise” side of the equation (though I think the counterargument would be that the sheer number of shots in those 60 games is still not very high). It feels more to me in the “it’s kind of impossible to know and it could plausibly be either” zone. If I had to guess, I’d say it’s just noise, but I don’t think it’s crazy to think otherwise, especially if one just has a general view of Davis as a guy who focuses up more in the playoffs (which is something I’ve seen people in this thread talking about).

The thing is if the default position with a small sample is luck and we don't include the thing hypothesized as luck in the sample (idea being this is supposed to be a broader trend, not just 2020 raising the averages) ...

The other playoffs, if I've back-engineered his Reference shooting numbers right Davis attempts 76 16ft-3pt long 2s and makes 32 for a 0.421052632 accuracy. 29 makes would be in line with his RS.


So this is an interesting point. But even that is like 4% above his career RS average. And that’s after taking his best data point out of the sample! Like, if he wasn’t a playoff riser in this regard, then wouldn’t we expect him to be *below* his RS average if we took out his best year? I do get the point, though, that 2020 looks more outlier-y if you take it out of the sample. I just am not sure taking it out of the sample is the best way to assess what his playoff baseline is.

On the last, I get that ... but if the hypothesis is "'20 is real" and '20 is also a huge chunk of your sample which is your evidence base that seems even more problematic. And I think the default with small samples is it's luck.

And on "Like, if he wasn’t a playoff riser in this regard" ... see the quote ... it's not "this is strong proof he's not a riser" it's "the case that he's a riser here hinges on him making 3 of these jump shots than expected" i.e. it's probably just luck. Just as the otherwise worse 3 point shooting is also probably just luck.
One small thing to add (which they mention in the Thinking Basketball project) is that AD's long-midrange also improves in the playoffs. I haven't taken the time to delve into the specifics, and this doesn't concretely answer the 'is this luck or not' question entirely (he could be on an overall hot-streak that's still lucky), but it does add a bit more to the distance shooting sample.... people may vary on exactly how to interpret it though!
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#167 » by f4p » Sun Oct 19, 2025 9:47 pm

DraymondGold wrote:.

Compare this to Harden, whose box stats (including EPM which has a box component) look best, but whose pure impact lags behind. This is consistent with the heliocentric playstyle, which tends to overrate pure impact compared to the box estimate. In fact, we can actually see this in Harden’s impact evolution. He’s at his most impactful per-possession pre-heliocentric ball, then becomes less impactful per-possession as he raises his load to record-breaking amounts. Some of this was discussed in prior threads by DoctorMJ, and I agree with some of his conclusions. I do think some of the lineups were set to reduce Harden’s raw plus minus (most notably Harden and Paul’s minutes were offset more than most star pairings, with Paul leading the bench lineups). But a) these lineups effects should be corrected in adjusted metrics RAPM, where Harden still comes out behind the competition, and b) this speaks to Harden’s scalability issues (and the scalability issues of heliocentrism in general)


What exactly are those issues? Harden became super heliocentric and the 2018 rockets are one of the best teams ever. Seems like a kind of obvious non-issue. In fact, seems like the increased usage made increased success. With nash we brainstorm reasons why certain numbers might look low but with harden we're just like "the team was amazing, hardens impact must have decreased as apparently the rest of the team not only offset that decrease but went so far up they created an all time team in spite of him.". Imagine if hardens teammates had been so impactful when he was good. The 2018 rockets won like 90% of their games when healthy (44-5). What does 2014 or 2016 harden do with that cast? 95%, 100%? Do the warriors just forfeit and say "hey, can we play this game in 4 years"?

I feel like the Nets being fairly easily the best offense in the league (and something crazy when the big 3 played), and harden having a top 5 offense for 5 franchises and 6 coaches, should reduce scalability concerns.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#168 » by DraymondGold » Sun Oct 19, 2025 11:43 pm

Owly wrote:
DraymondGold wrote:Voting Post

To me, the next group is Nash, Harden, Embiid, AD. To get a gauge, let's compare with a few stats:

nbarapm (RS+PS):
Spoiler:
2-year Full-Season nbarapm:
07-08 Nash +7.5 [05-06 +6.5]
18-19 Embiid +7.5 [21-22 +6.4; 23-24 +6]
18-19 Harden 4.4 [14-15 +5.3, 19-20 +4.2]
14-15 AD +3.9 [19-20 +2.5]

3-year Full-Season nbarapm
06-08 Steve Nash +8.0 [+7.4 05-07]
17-19 Embiid +7.1 [= 21-23; 22-24 +6.6]
18-20 Harden +4.7 [= 17-19 = 16-18; 15-17+5.5]
18-20 AD +3.5

4-year Full-Season nbarapm
05-08 Nash +8.8
21-24 Embiid +7.7 [= 17-20 +6.5]
15-18 Harden +6.4 [17-20 +4.8]
18-21 AD +3.7

5-year Full-Season nbarapm
07-11 Nash +8.5 [05-09 8.3]
18-22 Embiid +7.0 [20-24 +6.2]
15-19 Harden +6.4 [14-18 +7.1, 16-20 +4.9]
18-22 AD +3.7
Surprisingly consistent ranking. Nash then Embiid then Harden then AD in every duration.

In EPM:
Spoiler:
1-yr EPM (estimated wins):
19 Harden +24.4
22 Embiid +16.3 (19 +13.9; 24 +11.3 = on pace for 23.8)
07 Nash +15.3 [05 +13.4]
20 AD +11.6 [on pace for 13.4; 18 +18.2]

3-yr EPM (estimated wins)
17-19 Harden +21.1 [18-20 +20.6]
06-08 Nash +14.8 [05-07 +14.5]
17-19 Davis +14.7 [18-20 +13.8]
22-24 Embiid +14.5 [19-21 +13.7]
Harden jumps out ahead with the box addition. Nash looks consistently over AD. Embiid looks like he could have been 1st or 2nd in 2024 if he remained healthy, but injuries held him back.

My personal impression is that I think Nash is the best player here, with very easy arguments for the rest of the group. Nash is a clear negative on defense, but he’s the last remaining GOAT offensive candidate, and I think the offensive advantage is greater than the defensive disadvantage compared to Harden (who I have next). I do see Harden as slightly more scalable (although neither are ideal), but Nash as more resilient in the playoffs which helps counteract. As has been discussed, Nash looks a little worse in box stats; but the things box stats typically struggle to capture are the subtler forms of defense and creation, and here I think Nash’s all-time creation may be underrated by box stats. For example, it’s hard to quantify his layup passing without tracking data — but looking at teammate rim percentages and attempts with Nash on and off the court, and Nash looks top 2 on record (with Curry). He’s also top 3 in his overall lift of his teammate’s true shooting across all areas of the court. This subtle creation (e.g. making higher value passes) imprints itself on his clear advantage in pure plus minus metrics like the RAPM above. It’s also possible EPM would be higher if it had the tracking data for things like those layup passes. Nash is competing to be the best passer ever (maybe second behind Magic, but it’s hard to tell how much of Magic’s advantage just comes from his size), the second-best shooter ever, and is one of the smartest players ever. His lack of size and athleticism hold him back on both ends (particularly defense, where he’s a genuine negative), as does his ball dominance.

Compare this to Harden, whose box stats (including EPM which has a box component) look best, but whose pure impact lags behind. This is consistent with the heliocentric playstyle, which tends to overrate pure impact compared to the box estimate. In fact, we can actually see this in Harden’s impact evolution. He’s at his most impactful per-possession pre-heliocentric ball, then becomes less impactful per-possession as he raises his load to record-breaking amounts. Some of this was discussed in prior threads by DoctorMJ, and I agree with some of his conclusions. I do think some of the lineups were set to reduce Harden’s raw plus minus (most notably Harden and Paul’s minutes were offset more than most star pairings, with Paul leading the bench lineups). But a) these lineups effects should be corrected in adjusted metrics RAPM, where Harden still comes out behind the competition, and b) this speaks to Harden’s scalability issues (and the scalability issues of heliocentrism in general) compared to the guys who got in ahead of him. I give Harden a ton of credit for his 2018 performance — that Rockets cast was among the best teams ever to not win a ring, and were definitely championship-level. I have him closer to the guys above, then the guys below — near the back of Tier 2, but definitely in Tier 2 and not 3. His uncertainty range could take him a few threads higher, but that much lower. Great player. I just see him as having a few more limitations than the guys ahead of him.

Next are Embiid and AD. I see them as the border between Tier 2 and 3. Both have high arguments to get them into Tier 2. Both have major limitations.

For Embiid, it’s obviously healthy. Does a healthy Embiid exist? If we have to go with an early-prime version of Embiid (circa 2019) to get a guy who could finish the playoffs (and even he might be banged up by the end), how much worse is he when he’s younger? For the purposes of a project focused on peaks (which to me is close to “who’s the best at their best”), how much should I be willing to forgive for being injury prone to just focus on player abilities when healthy? An actualized 2024 Embiid with health may well have gotten in a few threads earlier. That player didn’t entirely exist, and existed for a short enough sample that it’s unclear how much of the peak impact is noise even if I did just want to focus on healthy Embiid. It's just hard to tell with this guy. Regardless, he's a really fantastic defender (slightly better when he was younger, but still great by 2024) and provides a ton of offensive lift with his diverse scoring arsenal and improved playmaking/decision-making as he got older.

For AD, it’s the regular season. He’d the worst regular season player to be voted in by far. As the Thinking Basketball peaks project pointed out, much of this is due to a lack of creation. He has the smallest impact on his teammate’s true shooting by far of anyone discussed here (basically neutral or even occasionally slightly negative in the regular season; very small positive in the playoffs). He still retains scalability as a finisher along side a good creator, but the lack of playmaking does hold him back. There’s been some very enjoyable discussion between Jaivl and Jake about playoff rising. I tend to think playoff resilience is a bit overrated in discussions of certain players (or at minimum often misdiagnosed for a change in health, differences in situational fit, and small-sample noise). I absolutely think we should ground our analysis with a healthy dose of regular season analysis, since playoffs can really truly be subject to a lot of small-sample noise. But as others have pointed out, (a) there is a preparation and adjustments aspect that’s pretty unique to the playoffs. As Jake says, (b) there’s a level of effort increase in the playoffs. I think this is particularly relevant for players with limited motor, drive, or durability. This last aspect — durability and motor — seem particularly relevant to AD, who has a body that wears down if put under too much continuous strain. It makes sense for someone with known durability issues to dial it back in the regular season, then boost it for a short stretch of games in the playoffs. The defensive effort clearly goes up, as does the physicality of offense. There’s further evidence of this with AD’s position — he shifts to play more small-ball 5 in the playoffs than the regular season, and he’s likely gaining some value there. All that to say, I do have concerns about his lack of playmaking and the stability of his shooting, which hold him back from being higher. But I do think he’s at the intersection of being scalable and resilient, with a lot of highly valuable ceiling-raising skills if placed with a nice fitting lead creator. So I think it’s enough to get him over the other competition.

In terms of other candidates, I just see a drop-off in their goodness. Draymond has a beautiful high-end argument in terms of value to the Warriors-specific team, and I’ll definitely have him on my ballot at some point. But I think some of his outlier impact comes from unsustainable shooting and really phenomenal fit (boosted by playing alongside a Top 10 candidate). Manu’s a great player and massively underrated player, but I do think his smaller role limited his total-season impact compared to his per-possession impact (as we’ll see next). In EPM’s 3-year Estimated Wins, 15-17 Draymond’s +13.9, 05-07 Manu’s +12.6. Both seem a bit below the four candidates I have (22-24 Embiid’s lowest at +14.5, and that’s with his missing games). There are a few other candidates who look to be this level in EPM:
23-25 Luka’s +15.1, 02-03 McGrady’s +15.9 (two-year as I don’t have his 04 value), 09-11 Howard’s +17. I expect them to be gaining discussion soon. Still, their pure rapm is a bit lower than the first three candidates, and I see them as slightly worse in terms of goodness. Their time in Tier 3 will be coming soon.

Overall, my personal impression of them as players seems broadly consistent with the impact metrics we have. Of course there's variability and noise, but I think my film-based impressions of their impact are supported in the data. Thus:

1. 2007 Steve Nash (>05 ?)
2. 2019 James Harden (>18 and 20)
3. 2024 Joel Embiid (> 2019? How does one pick a year for him?)
4. 2020 Anthony Davis

The one question I'd ask here is how comfortable are you with EPM Wins's baseline. As far as I can tell it's at -3.

So '25 Demar Derozan is at +0.4 EPM and 6.6 EPM Wins
Keldon Johnson is at -2.6 and 0.6 EPM Wins
Bilal Coulibaly -2.2 and 1.1
By far the majority of the players in the +1.2 to +1.8 EPM range are below Derozan in wins. Are those other two, if those rate levels are accurate, really adding wins or just being on the court.

There's value to being okay in roster construction. Arguably the importance of having, say, a quality 8th man of an okay standard (or playing at an "okay" standard for a playoff run) is something that may go underrated. Still at the end of the discussion where you're driving title probability I think cumulative metrics (especially if they accumulate linearly which I think most/all traditionally have, but not an expert on "newer" metrics) probably want a relatively high bar. In reality, too, you would hope that on a contender rotation minutes wouldn't be bleeding value.

Mileage may differ. Availability matters. I do wonder where the optimal bar is. It's a very open question. I think it at least warrants discussion. Per above can be somewhat concerned with it being set "low".
A very open question indeed. In terms of a discussion of peaks (which means 1 season for the purposes of voting, although typically looking at data over a few seasons ~3ish gives you a better measure of the player), I'm not too concerned on the effect of where the baseline/'replacement player' is. In other words, regardless of whether the baseline's 3 or 0 or 6 shouldn't make much of a difference for who's more valuable between a +16 win/season player vs a +12 win/season player. It's going to be the +16 win player obviously (assuming the metric is reasonably trustworthy in estimating wins).

I think it matters more as you start to compare things like primes and careers. This comes up with people looking at career VORP. If you define 'replacement player' as lower (e.g. 0 vs -2 BPM player ), that tends to weight longevity more highly. If you define replacement player higher (e.g. 0 vs +2 BPM player), that tends to weight peaks more highly. For example... let's say a player with good longevity has a bunch of +10 BPM seasons, then outside of their prime have a bunch of +0 BPM seasons. If we set the 'replacement player' threshold at 0, these are neutral... and have no effect on the total career VORP. If we set replacement player at -2, these become slight positive seasons... and improve the career VORP. If we define replacement player at +2, these become slight negative seasons... and the career VORP gets worse (although some might filter these out).

It seems weird to some (it did to me initially) to define anything other than 0 as 'replacement player'. But some have argued there can be a skew in the distribution. E.g. even if the mean is always zero (there is a league average, and players are always above, below, or at league average)... teams might be more likely to play their players who are above league average for longer, and so the median/mode of the distribution might not be zero (the most common player in the NBA might be negative, dragged down by all the players who are in/out of the league and skirting with playing in the G-League... but all these guys don't get many minutes).

Putting aside what's a replacement player, I think the more important question to me is how some +X value corresponds to title odds. Thinking Basketball has done some studies on this here (https://thinkingbasketball.net/2022/03/14/is-longevity-really-that-valuable-our-intuitions-of-championship-equity/) and here (https://thinkingbasketball.net/2018/04/13/goat-meta-thoughts-and-longevity/) and earlier on realGM somewhere. (aside: sorry to quote them so many times -- they simply provide a lot of interesting analysis that have been relevant to the discussion often). I think the idea (which seems fairly common) is that it's not linear. Having a player that's +9 on your team give you better title odds then having 3 players that are +3, as has been supported to some extent by historical studies of bets players in the league vs title wins. (it's not clear to me personally how much things like league cap and player pay plays affects things). This motivates valuing peak seasons over longevity (if player title odds really does go up ~ exponentially or non-linearly with player value, then that motivates weighing peak seasons > longevity seasons more than just the linear value of that season would suggest). Although the exact extent to which we should weigh peak seasons vs longevity seasons can be discussed (and indeed the studies I cite provide some reasoning for why longevity might be underrated in popular opinion a few years back, even if things are still non-linear). So to your question -- the more important question to me for player comparison is how linear value (e.g. +3 wins vs +13 wins vs +23 wins) corresponds to title odds (e.g. 2% vs 10% vs 25%), rather than how linear value changes based on different definitions of 'replacement player' / baseline.

Getting back to EPM's Estimated Wins, what I wanted when using this stat was an advanced stat that was fairly accurate with some box input (to provide something complementary to pure rapm numbers from nbarapm), but which looked at season volume and not rate (since rapm numbers I gave were per 100 possessions, and different players might play different number of possessions). This applies to discussions of e.g. Manu and Embiid. Players play different number of possessions/minutes and games, and there is more value to someone who can consistently handle a large load of possessions and stay healthy, so something like 'estimated wins' which bakes that possession volume in is useful to look at. At the same time, as above, I'm also not sure
that games played or possessions played is linear with title odds. E.g. if a player is going to miss 0 regular season games vs 2 vs 10 vs 25, the reduction in estimated wins should be linear (82/82 games played = 100% possible value vs 80/82 = 98% vs ...). But in terms of title odds, if the 2 missed games from the player aren't enough to change their seed in the playoffs, I'm not sure it should matter at all. Meanwhile if you miss 25 games and that puts your odds of making the playoffs at all in jeopardy, all of a sudden your title odds might drop a lot... and I'm not sure that sense of title odd change is properly captured just by looking at the fraction of the games you played. Likewise if you don't play as many possessions per game in the regular season but are able to consistently bump your minute load in the playoffs, I'm not sure how much we should penalize you for your lower regular season load (this gets to discussions of coasting vs title odds). I'm not sure a stat like Estimated Wins would capture any of these subtleties of time played vs title odds... but I'm also not sure I have anything better, which is why I'm trying to use stat like that as a baseline but not an absolute. (though people may differ in how much we should use it as a baseline, or how informative these things are, as we've seen in the past few threads).
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#169 » by Cavsfansince84 » Mon Oct 20, 2025 12:05 am

I'd be semi curious what the Sixers record was without Embiid in each of the 19-25 years.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#170 » by Cavsfansince84 » Mon Oct 20, 2025 12:37 am

Something else that sort of rubs me the wrong way is the use of the word luck regarding things being done by athletes are the very best in the world at what they do. Like calling Ray's shot in the 2013 finals luck for instance. This is a guy who probably practiced more 3 pt shots than almost anyone else in the history of the world, including even last second 3's where he's backing up, and people ascribe it to luck. It's like calling a 60 ft putt by Jack Nicklaus or Tiger Woods made on the final 9 of a major luck. There's a lack of appreciation for what an athlete does in order for these things to happen in the first place. I don't think luck has anything to do with it. It's hard work combined with skill and a desire to win.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#171 » by trelos6 » Mon Oct 20, 2025 1:26 am

Cavsfansince84 wrote:I'd be semi curious what the Sixers record was without Embiid in each of the 19-25 years.


The Philadelphia 76ers are 104-163 without Joel Embiid all-time.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#172 » by Cavsfansince84 » Mon Oct 20, 2025 1:53 am

trelos6 wrote:
The Philadelphia 76ers are 104-163 without Joel Embiid all-time.

this is what I found for each of these years that might get consideration here:

2023: 11-5
2022: 6-8
2021: 10-11
2020: 11-11
2019: 8-10

So it's not like the bottom is really dropping out in the games Embiid missed. 46-45 overall according to the source I used(statsmuse).
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#173 » by eminence » Mon Oct 20, 2025 2:47 am

I'm switching both my picks around. You go Tatum/Harden.

15. Jayson Tatum - 2024 - Most well-rounded star player ever? Should be in the discussion. Capable of running an ATG offense and playing defense at a ++ level as a PF. On ball, off ball, offense, defense, rebounding, possession battle. You name an impact area and Tatum's making positive impact in that area. Led the Celtics to a dominant season, competition was weak, what can ya do. If they'd run a gauntlet and looked like they did I wouldn't have Tatum in the teens.

16. Draymond Green - 2016 - In competition with Mr. Big Ben Wallace for third best defensive player of the era (TD/KG 1/2 obviously), and a hell of a lot more useful on offense than Wallace. Was the perfect fitting co-star with Curry pushing them to all-time glory before Steph got injured (in future seasons I found his work with KD less impressive than what Steph managed - the primary reason I see Steph as the 1A of the duo). Big game performer.

17. James Harden - 2018 - MDA ATG guard #1. Strong argument as the best scorer ever in isolation. A good playmaker for others as well. Not doing much else in any other area, but it doesn't really matter. Won a very deserving MVP leading a great team against great opposition. Would've won plenty of titles in NBA history.

18. Steve Nash - 2007 - No strong preference for a season from '05-'07. I went '07 because unfortunately for Nash the memory that sticks with me is not the two MVPs but the suspensions they ate against the Spurs in '07. Like Harden basically only good at making shots (worse) or getting his teammates easy shots (better), but it's the highest impact area, and he might just be the best ever at it.

A note for both Harden/Nash - neither were good defenders, but also neither were ever anywhere close to the 'worst defenders ever' their detractors sometimes paint them as. They were solidly below average, and still much better than guys like Isaiah Thomas/Trae Young or the 'super' 6th men like Crawford/Lou Will.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#174 » by eminence » Mon Oct 20, 2025 2:49 am

Cavsfansince84 wrote:
trelos6 wrote:
The Philadelphia 76ers are 104-163 without Joel Embiid all-time.

this is what I found for each of these years that might get consideration here:

2023: 11-5
2022: 6-8
2021: 10-11
2020: 11-11
2019: 8-10

So it's not like the bottom is really dropping out in the games Embiid missed. 46-45 overall according to the source I used(statsmuse).


202-98 with Joel for reference. From '19-'23.

Roughly 55 win pace with, 41 win pace without.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#175 » by Djoker » Mon Oct 20, 2025 3:40 am

ReggiesKnicks wrote:
Djoker wrote:
Jaivl wrote:His 2023 run he shot 10 of 17 from the long 2 and 5 from 15 from 3, hardly a "lenghty PS run" shooting-wise. You're basing Davis' shooting out of, like, a 18 game hot streak plus the equivalent of a single random 2006 Kobe game, ignoring the 1900+ FG attempts that say otherwise and calling it replicable. It's straight up dishonesty at this point.


It's actually a 37-game sample that I'm citing... 2020 PS + 2023 PS.

Even Ben Taylor struggled with this. How to deal with a guy who shoots way way better in a smaller PS sample. Do you not take the shooting at face value even though it happened? Honestly I'm ok with either approach and I understand why people have him lower.


I'll voice my opinion since I took struggle with this.

A post-season run is such a a small sample size, facing 1-4 incredible variation in variables with different opponents (personell and coaching) results in statistically speaking, nothing any scientist or data analyst would ever consider as a signal if doing a real life study.

This is why I try to cite multi-year studies when supporting my analytical assessment of a player in a given year as it provides context.

I don't fault anyone for honing in on a small sample like a single year, but when that single year is a clear statistical outlier, it does bring in some confidence interval questions and doubts regarding the statistical anomaly.

In support of what DJoker is saying, AD has proven twice now, in different post-season samples (albeit insignificant in size) that AD does possess this ability to have high-variance in his shooting spreads, which is valuable to his overall profile.


Good post but sometimes multiyear studies may not be applicable. There are two factors in Davis' case.

1) AD is a significant playoff riser and it's possible, dare I say probable, that his large sample RS data underrates him.

2) There just isn't that much playoff data for peak AD. We have 2020. The only PS in surrounding years is 2021 but he was injured in that one. Both 2019 and 2022 his team missed the PS. Then we have 2018 (9 games) and 2023 (16 games) but both of those may not be what one would consider his peak. He was arguably a different player in both of those years than in 2020. In the PS, we are often kind of forced to resort to small samples for players. The man only played in 60 playoff games over 10 years.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#176 » by DraymondGold » Mon Oct 20, 2025 5:45 am

f4p wrote:
DraymondGold wrote:.

Compare this to Harden, whose box stats (including EPM which has a box component) look best, but whose pure impact lags behind. This is consistent with the heliocentric playstyle, which tends to overrate pure impact compared to the box estimate. In fact, we can actually see this in Harden’s impact evolution. He’s at his most impactful per-possession pre-heliocentric ball, then becomes less impactful per-possession as he raises his load to record-breaking amounts. Some of this was discussed in prior threads by DoctorMJ, and I agree with some of his conclusions. I do think some of the lineups were set to reduce Harden’s raw plus minus (most notably Harden and Paul’s minutes were offset more than most star pairings, with Paul leading the bench lineups). But a) these lineups effects should be corrected in adjusted metrics RAPM, where Harden still comes out behind the competition, and b) this speaks to Harden’s scalability issues (and the scalability issues of heliocentrism in general)


What exactly are those issues? Harden became super heliocentric and the 2018 rockets are one of the best teams ever. Seems like a kind of obvious non-issue. In fact, seems like the increased usage made increased success. With nash we brainstorm reasons why certain numbers might look low but with harden we're just like "the team was amazing, hardens impact must have decreased as apparently the rest of the team not only offset that decrease but went so far up they created an all time team in spite of him.". Imagine if hardens teammates had been so impactful when he was good. The 2018 rockets won like 90% of their games when healthy (44-5). What does 2014 or 2016 harden do with that cast? 95%, 100%? Do the warriors just forfeit and say "hey, can we play this game in 4 years"?

I feel like the Nets being fairly easily the best offense in the league (and something crazy when the big 3 played), and harden having a top 5 offense for 5 franchises and 6 coaches, should reduce scalability concerns.
Well, what exactly do you mean by 'one of the best teams ever'? Do you have them top 10? I personally think that's beyond uncertainty range. Do you have them top 20? I could maybe see the argument, but it doesn't make me comfortable. Do you have them top 30? Personally, that's where I start to think things are more reasonable, though I could see them lower depending on criteria, and top 40 wouldn’t be crazy to me at all.

They're
-tied 19th-22nd in regular season wins (I think over full NBA history),
~33rd in regular season SRS (full NBA history),
-way down at 94th in overall SRS (RS+PS; although as we've discussed this likely underrates their opponent Warriors since it was calculated on a rolling basis; they were on pace for getting just inside the top 30 from 1955-2020 before they faced the warriors, i.e. on pace to be ranked in the mid/low 30s all time from 1947-2025),
-they're 29th in full-season ELO (from 1947-2023 and likely just outside of 30 including the last two seasons).
Which is genuinely great stuff! Very respectable ceiling raising.

But at the same time, we're talking about two top ~30 peak players of all time (both playing in their prime and one playing during their ~3 year peak), + a respectable 3rd best player who fits well, + solid depth that fits well, + a fantastic / all-time coach, + playing a strategy ahead of their time. Has there ever been a team in NBA history that had even 4/5 of these and not been in the top 30/40 ever?

They may be slightly higher if we filter for health. The oft-cited record or MOV with Chris Paul (+ optionally Harden/Capella) healthy which you mention looks even better! Although it starts getting into smaller and smaller samples, doesn't correct for opponents, doesn’t correct for home court, and doesn't compare apples to apples (the fair thing would be to filter every team's SRS when their top 3 were playing and compare, rather than just compare the healthy rockets to the potentially unhealthy competition). Add in that we're talking about regular-season only with two players who don't exactly have a reputation for playoff improvement (fair or not) and two players who play a lot worse just one year later even with the same big 3... and it takes some of the shine off that stat.

The 2018 Rockets won 65 games. Then in 2019, with the same big 3 of Harden Paul and Capella, with Harden nominally getting a smidge better (and a young Capella being a year older which should hopefully partially balance out the aging of Paul), with the same coach and scheme, just with a little loss of depth (they lose Ariza, admittedly one of their better starts but far from a star, and Luc who's their 7th man)... they only manage 53 wins. They get a blazing hot 50-8 in games Paul played in 2018, but a much cooler (though still good) 39-19 (55 win pace) when Paul played in 2019. The team roster’s a bit worse in 2019, but it still does give credence to the idea that small sample noise/luck boosted their numbers a bit in the healthy-only regular-season-only 2018 team numbers. And if the team drops so much due to a few changes outside of Harden, that too gives credence to the idea that the apparent ceiling-raising was helped by factors outside of Harden, potentially moreso than some of the other players we’re ranking in this tier.

In terms of scalability concerns re: heliocentrism, well, yeah Harden upping his load to game-breaking levels and not really seeing any increase in his pure impact metrics is a concern. It may have been the best way for that team to win, but as D'Antoni has said, he designs his schemes to maximize the impact and winning of his players and teams... so Harden having lower impact numbers than some of the the competition (in this thread or in the ones just voted in ahead of him) in this scenario doesn't give a ton of confidence that Harden's the better player. He's close enough we can argue it and people may differ, but it is a legit concern.

It’s not that a younger Harden would have done better. It’s that as the team got better, as we added more talent around Harden, Harden’s impact dropped — which is exactly what bad scalability means!

Then we look at the chemistry and fit with costar Paul and it does leave a little to be desired. In 2018, they had a net rating of + 12.84 with Paul + Harden on, but a net rating of +12.37 with only Paul on, and a net rating of +8.64 with only Harden on. Really great stuff to reach +12, but a far cry from the +14 +16 or +18 that some pairings with great chemistry + all the things Harden had (depth, coaching, scheme) can reach. Compare the on-rating with them both vs just Paul, and it's a disappointingly small improvement adding Harden to Paul. Then comparing the Paul-only vs Harden-only lineups and Harden's disappointingly lower (against potentially more starting lineups, but still…). Then we look at the film, and they take a your-turn my-turn style of offense that doesn't suggest much chemistry as some costars, and we see that their rotations are separated by an unusual amount for costars, again suggesting a lack of additive chemistry... which gets harder in the playoffs, when the expectation is you'll be playing both your best players for most of the game so it gets harder to get dominance if they aren't additive on the floor together.

Adding in 2018-2019 and the trend continues. +9.14 Harden+Paul on, +10.41 Paul-only, +7.16 Harden-only. So they're actually worse with the two of them playing than Paul-only, and Paul-only lineups continue to look better than Harden-only (again potentially against more bench lineups which might shrink the concerns, but still).

What about chemistry with Cappella? Taking a larger sample over Harden's full 3-year peak now that we have it available, 18-20 Harden + Capella on are +7.25, Harden-only 6.97, Capella-only 1.94. So it's a tiny bit more additive this time, but still a pretty small improvement pairing the stars, and now we're far from the region of diminishing returns. Compared to AD... 20-22 LeBron + AD on are + 6.83, LeBron only 3.93, AD only -2.83 (oof). So AD looks less impactful, but more is a little more scalable (additive relative to his normal value), pretty much exactly like I predicted in my voting post.

Again, Harden's a great player, and those 2018 Rockets were great. I see him as a Tier ~2 best peak in this century, with a high-end argument that could get him voted a few threads earlier. But there are limitations too, and it's a matter of balancing the pros with the cons, and reasonable people might disagree on how that ends up looking for Harden.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#177 » by ReggiesKnicks » Mon Oct 20, 2025 12:07 pm

Djoker wrote:
ReggiesKnicks wrote:
Djoker wrote:
It's actually a 37-game sample that I'm citing... 2020 PS + 2023 PS.

Even Ben Taylor struggled with this. How to deal with a guy who shoots way way better in a smaller PS sample. Do you not take the shooting at face value even though it happened? Honestly I'm ok with either approach and I understand why people have him lower.


I'll voice my opinion since I took struggle with this.

A post-season run is such a a small sample size, facing 1-4 incredible variation in variables with different opponents (personell and coaching) results in statistically speaking, nothing any scientist or data analyst would ever consider as a signal if doing a real life study.

This is why I try to cite multi-year studies when supporting my analytical assessment of a player in a given year as it provides context.

I don't fault anyone for honing in on a small sample like a single year, but when that single year is a clear statistical outlier, it does bring in some confidence interval questions and doubts regarding the statistical anomaly.

In support of what DJoker is saying, AD has proven twice now, in different post-season samples (albeit insignificant in size) that AD does possess this ability to have high-variance in his shooting spreads, which is valuable to his overall profile.


Good post but sometimes multiyear studies may not be applicable. There are two factors in Davis' case.

1) AD is a significant playoff riser and it's possible, dare I say probable, that his large sample RS data underrates him.


By which metrics?

2015 RS: 8.9 BPM / .274 WS/48
2015 PS: 7.4 BPM / .183 WS/48

2018 RS: 6.7 BPM / .241 WS/48
2018 PS: 4.8 BPM / .184 WS/48

2020 RS: 8.0 BPM / .250 WS/48
2020 PS: 8.7 BPM / .287 WS/48

2021 RS: 4.8 BPM / .152 WS/48
2021 PS: 6.0 BPM / .154 WS/48

2023 RS: 6.3 BPM / .226 WS/48
2023 PS: 5.7 BPM / .202 WS/48

2024 RS: 5.1 BPM / .210 WS/48
2024 PS: 7.4 BPM / .239 WS/48

He is clearly better in the PS compared to RS in 2024. 2020/2021/2023 are around neutral while he sees major drops in 2015 and 2018 (which could be seen as pre-peak, no doubt).

2) There just isn't that much playoff data for peak AD.


Yeah, that is the entire objective of my original response. Why would I, someone who adores statistics, put all my eggs in this statistical anomaly? I wouldn't.

I don't fault any who does, but I would caution anyone clamouring for Anthony Davis here and zeroing in on his offense as his reason for placement here. At the end of the day Anthony Davis is far more flawed offensively than someone like Giannis, whose offense alone wouldn't be considered even now in this project. Instead, I would like to see more people chaining to his defensive impact which has stood the test of time in the post-season rather than his offensive profile which shows little impact.
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#178 » by Top10alltime » Mon Oct 20, 2025 12:21 pm

trex_8063 wrote:
Top10alltime wrote:
Well, another bad comparison. You look at actual ORTG (which is actually better in 04, or worse-looking in 05), not rORtg, because there are changes to how good the ORTG was year by year. Bad comparison, trex :nonono: :nonono:

2004 Mavs ORTG with Nash: 113.2
2005 Mavs ORTG with Dirk: 111.7



Got it: use context except when it is inconvenient to your agenda. Can do!

Then I guess the Suns offense improved by an Earth-shaking +13.1 [not +9.9] from '04 to '05!!!


You added the context, makes Nash' numbers look a lot worse.

Also, I don't have agendas. I just don't follow the casual narrative like all of you do (and I'm right)
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Re: Top 25 peaks of the 2001-25: #15-#16 Spots 

Post#179 » by lessthanjake » Mon Oct 20, 2025 12:52 pm

Top10alltime wrote:
trex_8063 wrote:
Top10alltime wrote:
Well, another bad comparison. You look at actual ORTG (which is actually better in 04, or worse-looking in 05), not rORtg, because there are changes to how good the ORTG was year by year. Bad comparison, trex :nonono: :nonono:

2004 Mavs ORTG with Nash: 113.2
2005 Mavs ORTG with Dirk: 111.7



Got it: use context except when it is inconvenient to your agenda. Can do!

Then I guess the Suns offense improved by an Earth-shaking +13.1 [not +9.9] from '04 to '05!!!


You added the context, makes Nash' numbers look a lot worse.

Also, I don't have agendas. I just don't follow the casual narrative like all of you do (and I'm right)


Okay, so I’m genuinely confused by what you think people are saying to you.

Here’s the reality:

By rORTG, the 2004 Mavericks had a +9.2 rORTG while the 2005 Mavericks only had a +4.2 rORTG. So they got 5.0 points worse on offense after Nash left. Meanwhile, the 2004 Suns had a -1.5 rORTG and the 2005 Suns had a +8.4 rORTG. So they got +9.9 points better on offense when Nash arrived.

If you used raw ORTG instead of rORTG, it just shifts the numbers around a bit, in light of the fact that average offense was notably more efficient in 2005 (which was likely due to rule changes in the offseason regarding hand checking). So the 2004 Mavs did only have a +1.8 higher ORTG in 2004 than in 2005, but the Suns had a +13.1 higher ORTG in 2005 than in 2004.

Either way, the average difference between the offensive efficiency in the years when these teams had Nash and when they didn’t was +7.5 (because (5.0+9.9)/2=7.5 and (1.8+13.1)/2=7.5). And even if we instead used the 2004 Suns’s ORTG just in games Amare played, it’s more like a +6.8 difference on average, using PBPstats data (note: if we filtered it down to just games where Amare *and* Marbury played, the offense was actually a couple points worse, so that would not help your argument at all).

Considering Nash played like 34 MPG, for him to make a +6.8 difference offensively to his teams overall actually implies something like a +9.6 offensive impact in the minutes when he’s actually on the court (because 6.8*(48/34)=9.6). Which is pretty in line with what RAPM tells us (though RAPM peaks out for him at a slightly lower +9.2 ORAPM).

Which is to say that this offensive WOWY stuff actually looks great for him—it’s even better than his ORAPM, which is itself incredible! This is not a surprise, since Nash looks amazing by WOWY measures in general. For instance, Nash is 3rd all time in WOWYR.
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: #15-#16 Spots 

Post#180 » by Doctor MJ » Mon Oct 20, 2025 1:02 pm

Cavsfansince84 wrote:My overall view is that flukiness does not matter in single season type of situations. Obviously playoffs can be even flukier due to even smaller samples but that's just part of looking at single season peaks. Like I am not going to downgrade Isiah's 1990 season based on his shooting in the finals seeming like an outlier. At the end of the day he was out there on the biggest stage making those shots. Stepping up when it matters is what defines sports imo. That's why way more people watch a championship game than a regular season game in January. To see how guys play under the biggest pressure moments. Which is why a playoff run that goes all the way to the finals and includes great conf finals or finals(if not both) deserves extra credit imo. I'm not going to try and diminish it by saying it's an outlier. A player's peak should be something of an outlier.


So, this perspective makes a lot of sense.

I do think there's a specific question about something like shooting in the Bubble though.
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