The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 264 qualified hitters (202+ 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 · 415 PA

Ranked comps for Devers, Rafael

#PlayerSimilarityAgrees onDiffers onOpen
01 Pederson, Joc TEX · L · 311 PA 0.80 Isolated powerOppo rateChase rate Fly-ball rate -1.1zIn-zone contact +0.9zSprint speed -0.8z
02 Okamoto, Kazuma TOR · R · 395 PA 0.74 Isolated powerGround-ball rateMax exit velocity Pull rate +1.7zSwing length +1.0zOppo rate -0.8z
03 McMahon, Ryan NYY · L · 245 PA 0.73 Hard-hit rateMax exit velocityBarrel rate In-zone contact +1.3zIsolated power -1.2zStrikeout rate +0.7z
04 Alonso, Pete BAL · R · 442 PA 0.70 Whiff ratePull rateBarrel rate In-zone contact +1.4zBat speed +0.9zWalk rate +0.8z
05 Carpenter, Kerry DET · L · 255 PA 0.69 Bat speedSwing lengthHard-hit rate Fly-ball rate +1.1zGround-ball rate -1.1zPull rate +1.0z
06 Olson, Matt ATL · L · 435 PA 0.69 Walk rateOppo rateSwing length In-zone contact +1.8zWhiff rate -1.0zBat speed +0.9z
07 Greene, Riley DET · L · 423 PA 0.69 Max exit velocityStrikeout rateWhiff rate In-zone contact +1.4zBat speed +1.2zWalk rate +0.9z
08 Hernández, Teoscar LAD · R · 271 PA 0.68 Bat speedxwOBA on contactBarrel rate Sprint speed +1.7zOppo rate +1.1zIsolated power -0.9z
09 Rooker, Brent ATH · R · 215 PA 0.65 Pull rateWalk rateIn-zone contact Whiff rate +1.3zSprint speed +1.1zFly-ball rate +1.1z
10 Machado, Manny SD · R · 401 PA 0.64 Max exit velocityChase rateIsolated power In-zone contact +1.3zFly-ball rate -1.1zSwing length +0.9z
11 Vientos, Mark NYM · R · 269 PA 0.63 Swing lengthBarrel rateSprint speed Walk rate -1.4zChase rate +1.3zIsolated power -0.9z
12 Eldridge, Bryce SF · L · 225 PA 0.62 Avg exit velocityGround-ball rateBarrel rate In-zone contact +2.1zWalk rate +1.4zPull rate +0.9z

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.