The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 256 qualified hitters (340+ 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 · 641 PA

Ranked comps for Devers, Rafael

#PlayerSimilarityAgrees onDiffers onOpen
01 Pederson, Joc TEX · L · 449 PA 0.84 Hard-hit rateChase rateWalk rate In-zone contact +0.9zSprint speed -0.8zPull rate +0.7z
02 Olson, Matt ATL · L · 747 PA 0.77 Hard-hit rateFly-ball rateStrikeout rate In-zone contact +1.6zBat speed +0.8zWhiff rate -0.8z
03 Okamoto, Kazuma TOR · R · 650 PA 0.61 xwOBA on contactMax exit velocityBarrel rate Pull rate +1.7zSweet-spot rate +1.0zOppo rate -1.0z
04 Eldridge, Bryce SF · L · 456 PA 0.59 Hard-hit rateAvg exit velocityPull rate Isolated power -1.6zSweet-spot rate +1.5zIn-zone contact +1.5z
05 Jensen, Carter KC · L · 622 PA 0.59 Whiff rateWalk rateOppo rate In-zone contact +1.4zSprint speed +1.3zGround-ball rate -1.1z
06 Burger, Jake TEX · R · 638 PA 0.54 Swing lengthBarrel rateStrikeout rate Isolated power -1.5zFly-ball rate -1.1zBat speed +1.1z
07 Alonso, Pete BAL · R · 723 PA 0.54 Pull rateOppo rateStrikeout rate Sweet-spot rate +2.0zIn-zone contact +1.5zxwOBA on contact +1.4z
08 Lowe, Brandon PIT · L · 672 PA 0.53 Bat speedxwOBA on contactBarrel rate Pull rate +2.0zOppo rate -1.3zSweet-spot rate +1.2z
09 Stowers, Kyle MIA · L · 517 PA 0.53 Max exit velocityAvg exit velocitySprint speed Pull rate +1.9zSwing length -1.8zOppo rate -1.2z
10 Hernández, Heriberto MIA · R · 514 PA 0.53 Walk rateGround-ball rateBarrel rate Oppo rate -1.9zSprint speed +1.7zPull rate +1.6z
11 Alvarez, Francisco NYM · R · 432 PA 0.51 xwOBA on contactBarrel rateChase rate Isolated power -2.1zFly-ball rate -1.5zGround-ball rate +1.0z
12 Carroll, Corbin AZ · L · 687 PA 0.51 Chase rateBarrel rateWalk rate Sprint speed +2.7zPull rate +1.5zBat speed +1.2z

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.