Leonard Miller: Evaluatory Paradigms, Energy Transfer, and the Fallacy of Role Projection

June 20, 2023
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Leonard Miller is creative, dynamic, and reckless. He throws no-look skips for seemingly no reason, he has both the external hip range of motion and intermediate area touch of Kentucky Shai, and his jumper is so incredibly broken. He can handle in small spaces but hesitates to shoot in large spaces. He initially profiles like a wing but plays the 5 but handles like a guard. His assist percentage and assist:turnover are pretty low considering his eye-popping pre-college passing flair and ball handling craft.

What role will Leonard Miller play in the league? I have no idea. What I do know is that role projection analysis is capped, the issue with historical analysis is overgeneralization, and Leonard Miller should most definitely not be mocked in the 20s for the 2023 NBA Draft.

I can say with strong confidence that there really has never been a prospect like Leonard Miller. And quite frankly, there’s no reason why his integration of skills should be demonized (see: Refutation). His combination of physical tools, tangible skill, and sheer productivity is ridiculous, and it’s best epitomized through the following Skill-Paradigm framework.

Skill: Youth + Productivity

Paradigm: Exceptional productivity at a young age is indicative of untapped upside.

Leonard is freshman aged (Nov 2003, born in same month as Taylor Hendricks and Keyonte George). He is averaging a whopping 18 ppg with grown men on spectacular efficiency. 

63% TS, 66% at the rim, and a whopping 38 dunks. 24 points per 40 minutes, which would place him 5th across prospects in ESPN’s latest mock draft. He is genuinely a high volume scorer with simply tremendous efficiency and interior dominance. 

Since Leonard is at 63% TS, 38 dunks, and 18 ppg, let’s look at all freshman prospects who have ever hit 60% TS, 30 dunks, and 17 ppg:

  1. Zion
  2. Marvin Bagley
  3. DeAndre Ayton
  4. Vernon Carey
  5. Jahlil Okafor

Four Duke bigs and Ayton is crazy. Lowering it to 16 ppg adds the following: 

  1. Evan Mobley
  2. Onyeka Okongwu
  3. TJ Leaf
  4. Zeke Nnaji

Again, pretty limited company. (Note that no one here had a FT% above 73% and none of them were really operating from the perimeter. That will be important soon.)

I understand that the G League has a different pace, but it’s almost certainly harder to score in the G vs college. You can waffle about rim protection but these numbers should at least contextualize Leonard’s scoring dominance. He was putting up numbers in the G League that only five other freshmen have even come close to in college.

But why does this matter? Why is the combination of youth and productivity so important?

Suppose I gave a group of college students an algebra test. Their scores would generally not be very useful or predictive, for obvious reasons. However, if I gave the algebra test to a group of 6th graders, it’s more likely to hold insights regarding their foundational skills. Obviously it’s not perfect, since access to resources/rate of development can vary dramatically, but it’s at least better at differentiating between performance. 

In the same way, a 19 year old dominating in a league full of grown men is an incredibly important statistical point. The age curve is real, and Leonard was not only the most statistically dominant teenager in the history of the G League, but he did it despite limited high-level experience – he was playing in Canadian youth circuits a year ago. High volume scoring at high efficiency is impressive and very rare among 19 year olds within the NCAA, let alone the G-League, which is littered with former college stars.

In other words:

(Historic Examples: Walker Kessler, Franz Wagner, Tyrese Haliburton, Mikal Bridges, and Shai Gilgeous-Alexander. The relative heterogeneity of the group is a testament to the power of precocious productivity)

Skill: Size + Touch + Youth

Adjust usage of touch indicators based on size and youth.

Leonard is not a good shooter at the moment. He’s a very strongly below average shooter at the moment. This is a player who was below average or worse on jump shots, catch and shoot (both guarded and unguarded), dribble jumpers, early jumpers, runners, and hooks- literally every shot category not at the rim, Leonard was solidly below average. At the combine, Leonard finished dead last in the shooting drill, tied with Oscar Tshiebwe. 

Now that we have that out of the way, I say with as much confidence as I can for a player with such a negative shooting profile: Leonard is a relatively good bet to shoot. Let’s break this skill integration down:

  1. Skill: Size + Touch

Leonard’s exceptional touch is most obvious to anyone who has watched even a modicum of Leonard film. I’m assuming readers are somewhat familiar with Leonard’s incredible bevy of floaters, off the glass ambidextrous pushes, and off-foot, off-hand finishes. If not: basically, Leonard Miller has incredible touch, but less in the traditional sense of strictly being a good shooter and more so in the sensuous control and finesse of his release in the short-intermediate area.

Leonard also shoots 80% from the line on strong volume. This is especially impressive considering the G League foul rules generating only one free throw per shooting foul, rather than two FTs/foul as in NCAA. The second free throw is anecdotally easier to make than the first free throw, with some armchair statisticians citing 4-5% increase in accuracy on the second FT vs the first FT. Given the robust sample size and the one FT rule, Leonard’s 80% FT is probably a slight underestimate. That is wild.

There’s obviously touch in terms of shooting, but how does touch operate in regards to ball handling fluidity? 

Well, Leonard has a wildly functional handle at 6’11.  He can genuinely dribble in small spaces extraordinarily well, and can maintain his dribble despite pretty significant pressure. The underlying fluidity of Leonard’s handling (he inadvertently throws  passes with one hand off a live dribble?) indicates another layer of the insanely high threshold of fine motor skills that Leonard possesses. We often tend to abridge dribbling as a learned skill, but it’s just as much of a function of biomechanical/motor underpinnings. Does this mean that he has a higher likelihood of hitting fadeaways and maybe even legitimate pull-ups off an improvised dribble cadence? Is he even going to be able to hit inside the arc fadeaways off hostage dribbles? I think these are legitimate potential outcomes. Nonetheless, Leonard’s fluidity and touch extends beyond just his free throw mastery to his BH craft, and I think his BH upside is significant enough to consider.

  1. Skill: (Size + Touch) + Youth

The “coordination curve” is real. Tall players tend to undergo much more drastic skill improvements than shorter players. This is but another generality, but this is either because 1) the wings have been dominating by virtue of physicality for a while and are thereby at a skill disadvantage or 2) said player has grown immensely over a short period of time and is reaping the benefits of activating newfound avenues of scoring by virtue of increased frame and mass. Leonard may be the rare case that fits in both categories.

This might be intuitive, but young, wing sized players need to be graded on a much less harsh shooting curve- they are most prone to making massive in-season shooting leaps. Just look at Brandon Miller 3P volume/%  leap this year, or even Tari Eason’s FT% jump from freshman to sophomore year in 2022. Touch indicators are probably more robust for wings than guards, since the shooting curve is longer for wings. Speaking as someone who had Devon Dotson insanely high, Devon Dotson shooting 80% from the line but only 30% from 3 is not as strong of a shooting bet as someone 6 inches taller than him. Leonard has great touch indicators, he’s 6’10”, and he’s 19 years old. His already strong touch indicators are even more impressive in context of his size and age. He is certainly not destined to be a “bad” shooter.

  1. Skill Gap: Shooting woes are a function of mechanics not touch

Leonard’s jumper issues are mechanically a function of energy leakage. The load mechanism is inconsistent from jumper to jumper, leading to a mistimed synchronization between the lower body to the core/upper body. This breakdown of the kinetic chain limits the push-off from the legs. 

The subsequent force generated from the lower body is meant to transfer throughout the hips and core, thereby enabling rotational torque about his center of gravity that thrusts the ball into trajectory. However, Leonard has a low arching push shot that is visibly segmented from the workflow of the kinetic linking, leading to a disparately visible discrimination between the set and push of the shot.

The hitch seems to cause variations in the release point of the ball. The pause disrupts the natural fluidity of the shooting motion, making it challenging to replicate a consistent release point from shot to shot. Leonard appears to over-rely on his upper extremity strength to generate power, bypassing the opportunity to maximize force production from the larger leg and core muscles.

Here’s the bottom line: Leonard is generating virtually no energy transfer between the kinetic linking of the upper and lower body. Part of that is the limited core stability symptomatic of the landing leg kicks and even poor one-legged landing mechanics after dunks. 

Touch + Energy Transfer = Shooting

Touch, which is succinctly the nexus of sensory feedback and coordination, operates synergistically with energy transfer to manifest in shooting goodness. Shots such as free throws and intermediate area shots are somewhat standardized to an extent- neither rely on a consistently dynamic change of energy transfer up the kinetic chain, and they are much more effective in indicating underlying touch.

Essentially, Leonard excels at these kinds of shots, since he has such good touch but not so great control over a homogeneous synchronization of energy transfer. Since his specialty – free throws and intermediate area shots – are more touch based and less dependent on efficient energy transfer, he excels at them.

However, when extending range to long 2’s/threes, there’s a necessity for more fluidity from upper body to release by virtue of the increasing distance. Leonard seems to be over reliant on his touch on the longer range jumpers/threes, which is probably why he seems to be pushing the ball so vigorously; the lack of effective energy transfer necessitates this vigor. The lack of core stability is either a symptom or root cause of the limited kinetic control- its the underlying bridge between the lower and upper extremities. I cannot emphasize how his one leg landings are really really bad, which is further evidence of his limited core stability.

Leonard has good touch and bad energy transfer/rotational torque. I’m no Chip England, but this is a far brighter picture than what the numbers portray. Core stability seems like an issue that can be fixed, and he also has insane touch- not just good touch, but borderline ridiculous touch. Fixing a shot mechanically is tough, but having the underlying elite touch makes it much lower hanging fruit than for a true “non shooter.” 

Skill: Physicality + Dawg

Unorthodox athleticism and motor at a young age is a strong indicator of outlier development.

Leonard is such a strong athlete. He fights hard for every single rebound and loose ball, which is impressive considering how often the Ignite were losing this year. He was ranked sixth in the entire G-League in rebounds a game, averaging 12 per 36 minutes. That is insane. A 19 year old who is quite visibly not even close to filling out physically, is inexplicably out rebounding grown men. For context, he’s averaging as many rebounds as Kenneth Faried. 

His per-game rebound rate is easily the highest among draft-eligible underclassmen, he’s fourth overall among draft eligible players… and he’s doing this against grown men, not against college players.

The intrinsic dawg of Leonard enables his rebounding goodness in the face of his lack of tangible strength and youth. He has an incredibly high motor, and he’s physically gifted (6’11” with a 7’2” wingspan and functionally very very strong, clearly) with seemingly much more room to grow and gain strength. The intersection of Leonard’s insane physicality, potential for even more physicality, and sheer dawg is not only rare, but seemingly ripe for outlier development. 

The most egregious part is that this 6’11” teenager legitimately moves like a guard. With long legs, flexible hips, and an incredible vestibular sense, Leonard can maintain stability while stringing out spins and stepbacks. In every sense of the term, Leonard is an advantage creator. His low shin angles, rapidly veering lower body rotations, and the sheer variance in his weight distribution allow him to lower his center of gravity and generate paint touches off a perimeter standstill. Again, how many 6’10 guys in the league can get a paint touch in the halfcourt?

Refutation: Role Projection is Imprecise

I fundamentally disagree with lowering a player’s projected outcome because of uncertainty regarding their projected role.

When we see a prospect that has an entirely unique set of flaws and weaknesses, role projection becomes much more difficult. There is no one to cross-check with, no one to even remotely compare the prospect and get a sense of what kind of outcomes they can achieve.  An intuitive byproduct of this is that when an unfamiliar, newer type of archetypal prospect emerges, they are mistakenly demonized for not being easily projectable. Here’s the issue though: precise role projection is hard as hell. Besides using general terms such as “future PnR BH”, “cutter”, “connector”, it is extremely difficult to project future roles for players. This is why I find it a bit ridiculous to be low on a player because you can’t project them well: Since when can we effectively project roles to begin with?

Of course, I am speaking in generalities to an extent. But if the biggest question for Leonard is not his productivity, ability to hold up against NBA defenses, or scoring touch, then uncertainty about role is quite a weak reason to limit his outcome projection. And this role uncertainty does seem to be the primary question regarding Leonard.

Closing Pitch: Leonard Miller is Good

Leonard Miller is projected to be picked outside the top 20, which, regardless of evaluatory paradigm of choice, is borderline ridiculous. I believe he has a legitimate top 10 case, and should at least be considered with a lottery selection. 

The issue with historical analysis is overgeneralization: history doesn’t repeat itself. It may follow incredibly similar patterns, making the process of prediction easier to elucidate. But there are far too many confounding variables to project variability by virtue of precedent alone. 

Again, anyone who pretends that precise role projection is somewhat feasible is lying to you. Most people base role projection almost entirely off precedent, which means that when an unfamiliar, newer type of archetypal prospect emerges, they demonize them for not being familiar. We often conflate projecting outcomes with projecting roles. Most role projections are outright wrong, so quite frankly I don’t see too much of an issue with not knowing how Leonard will project.

Who is Leonard Miller at his peak? I honestly have no idea. He’s such an unprecedented player with such wide discrepancies between his strengths and weaknesses; his role is impossible to project. 

What position does he guard? To be honest, I’m not losing sleep at night regarding the primary position that Leonard Miller, a 6’11 teenage wing with a 7’2 wingspan and insatiable motor, will guard. Again, I don’t know what role he will play, but isn’t the most dominant teenager in G-League history a good bet to be a role player at least?

Hollingerian draft analysis is predicated around the idea of stability of floor, wherein there are 20 players who will evolve into feasible contributors, and searching for those 20 players in any given draft should be a primary consideration of any big board. While this approach has its flaws, including overfitting without effectively capturing changing league context, it’s a floor-centric approach that should theoretically favor Leonard. 

This is the beauty of the Leonard Miller draft evaluation. You can be a tools-centric truther, a pure hooper, a calculator boy with a distaste for ahistorical analysis, a Hollinger disciple, or from the Zwickerian tree of making a  series of objective extrapolations off every minutiae of tangible skill. Leonard Miller combines all sectors of evaluatory paradigms with his unprecedented integration of skills.

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The Context So much of NBA team building is predicated on teams’ ability to forecast changes in the league and adapt accordingly. Whether it be an evolving meta game, alterations…
my-favorite-nba-draft-miss
September 28, 2023
It happens to all of us: you’re excited about a player and end up ranking him far too high, or dismiss a player too quickly who turns into a star….
andrew-rohde-aly-khalifa-becoming-primary
August 6, 2023
From Steph Curry to Damian Lillard to Ja Morant to CJ McCollum to Pascal Siakam to Paul George, there have been countless examples of mid major draft picks who kept…