The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 261 qualified hitters (226+ 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. Devers, Rafael in signal, the comp in amber.

SF · bats L · 458 PA

Ranked comps for Devers, Rafael

#PlayerSimilarityAgrees onDiffers onOpen
01 Pederson, Joc TEX · L · 339 PA 0.81 Barrel rateWhiff rateChase rate In-zone contact +1.2zFly-ball rate -0.9zSprint speed -0.7z
02 McMahon, Ryan NYY · L · 268 PA 0.71 xwOBA on contactSprint speedOppo rate Isolated power -1.4zIn-zone contact +1.4zWalk rate -0.9z
03 Olson, Matt ATL · L · 486 PA 0.69 Hard-hit rateFly-ball rateSwing length In-zone contact +1.8zWhiff rate -1.1zBarrel rate +0.9z
04 Okamoto, Kazuma TOR · R · 439 PA 0.68 Walk ratexwOBA on contactMax exit velocity Pull rate +1.7zOppo rate -1.2zSwing length +1.0z
05 Machado, Manny SD · R · 448 PA 0.65 Sweet-spot rateBarrel rateChase rate In-zone contact +1.6zFly-ball rate -1.0zStrikeout rate -0.9z
06 Alonso, Pete BAL · R · 490 PA 0.65 Pull rateBarrel rateWhiff rate In-zone contact +1.6zSweet-spot rate +0.9zxwOBA on contact +0.9z
07 Stewart, Sal CIN · R · 475 PA 0.63 Chase rateBat speedxwOBA on contact Oppo rate +1.5zGround-ball rate +1.2zIn-zone contact +1.1z
08 Vientos, Mark NYM · R · 269 PA 0.63 Barrel rateSwing lengthSprint speed Walk rate -1.5zChase rate +1.3zIsolated power -1.0z
09 Eldridge, Bryce SF · L · 268 PA 0.63 Barrel rateStrikeout rateAvg exit velocity In-zone contact +2.0zWalk rate +1.5zIsolated power -0.8z
10 Greene, Riley DET · L · 468 PA 0.62 Max exit velocityWhiff rateHard-hit rate In-zone contact +1.5zSweet-spot rate +1.2zBat speed +1.2z
11 Hernández, Teoscar LAD · R · 302 PA 0.62 Bat speedWalk rateFly-ball rate Sprint speed +1.8zIsolated power -1.2zPull rate -1.1z
12 Carpenter, Kerry DET · L · 283 PA 0.62 Whiff rateBat speedStrikeout rate In-zone contact +1.3zChase rate +1.1zPull rate +1.0z

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.