The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 257 qualified hitters (334+ PA). Closer to the center star = more alike. xwOBA is deliberately excluded: this maps how hitters are built, not results twins.

strong match (0.55+) moderate (0.45 to 0.55) weaker (< 0.45) star size + line weight scale with similarity · rings mark 0.70 / 0.50 / 0.30 · hover a star for why, click for the fingerprint
Radial fingerprint · population percentiles

Two profile shapes drawn over the same axes: overlap is what makes them comps, gaps are where they part. Buxton, Byron in signal, the comp in amber.

MIN · bats R · 418 PA

Ranked comps for Buxton, Byron

#PlayerSimilarityAgrees onDiffers onOpen
01 Abrams, CJ WSH · L · 667 PA 0.64 Pull rateStrikeout rateIn-zone contact Barrel rate -1.9zFly-ball rate -1.0zSprint speed -1.0z
02 Crow-Armstrong, Pete CHC · L · 733 PA 0.61 Chase rateBat speedIn-zone contact Sweet-spot rate +1.6zWalk rate +1.3zBarrel rate -1.3z
03 Carroll, Corbin AZ · L · 679 PA 0.60 Sprint speedPull rateHard-hit rate Ground-ball rate +1.3zBarrel rate -1.2zWalk rate +1.2z
04 Mayo, Coby BAL · R · 468 PA 0.56 In-zone contactHard-hit rateOppo rate Max exit velocity +1.7zSwing length -1.6zSprint speed -1.4z
05 Okamoto, Kazuma TOR · R · 643 PA 0.54 xwOBA on contactAvg exit velocityOppo rate Sprint speed -2.5zBarrel rate -1.2zIn-zone contact -1.1z
06 Goodman, Hunter COL · R · 590 PA 0.53 Pull rateSweet-spot rateWalk rate Sprint speed -1.8zMax exit velocity +1.6zSwing length -1.6z
07 Contreras, Willson BOS · R · 550 PA 0.53 Whiff rateChase rateStrikeout rate Sprint speed -1.8zMax exit velocity +1.5zBarrel rate -1.4z
08 Clemens, Kody MIN · L · 593 PA 0.51 Fly-ball rateHard-hit rateSweet-spot rate Swing length -1.9zMax exit velocity -1.4zBarrel rate -1.3z
09 Merrill, Jackson SD · L · 678 PA 0.50 Strikeout rateIn-zone contactAvg exit velocity Isolated power -1.7zSweet-spot rate +1.7zOppo rate +1.2z
10 Moniak, Mickey COL · L · 448 PA 0.50 Bat speedIn-zone contactGround-ball rate Barrel rate -2.0zChase rate +1.7zxwOBA on contact -1.3z
11 Lowe, Brandon PIT · L · 668 PA 0.49 Chase rateFly-ball ratexwOBA on contact Swing length -2.2zSprint speed -2.0zBarrel rate -1.4z
12 Hernández, Heriberto MIA · R · 506 PA 0.49 xwOBA on contactHard-hit rateBat speed Chase rate -1.7zBarrel rate -1.5zIsolated power -1.4z

Weighted RMS z-distance over 6 feature groups, standardized within the qualified population; similarity = exp(-alpha * d^2), one global fixed transform. xwOBA excluded by design: this matches profile shape, not outcome twins. Descriptive, not predictive.