The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 258 qualified hitters (286+ 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 · 590 PA

Ranked comps for Devers, Rafael

#PlayerSimilarityAgrees onDiffers onOpen
01 Pederson, Joc TEX · L · 423 PA 0.84 Chase ratexwOBA on contactBarrel rate In-zone contact +0.9zSprint speed -0.8zPull rate +0.8z
02 Eldridge, Bryce SF · L · 382 PA 0.70 Avg exit velocitySprint speedBarrel rate In-zone contact +1.4zSweet-spot rate +1.2zWalk rate +1.0z
03 Olson, Matt ATL · L · 615 PA 0.67 Avg exit velocityHard-hit rateStrikeout rate In-zone contact +1.5zBarrel rate +1.2zxwOBA on contact +0.9z
04 Okamoto, Kazuma TOR · R · 557 PA 0.66 Max exit velocityBat speedxwOBA on contact Pull rate +1.8zOppo rate -1.0zSwing length +1.0z
05 McMahon, Ryan NYY · L · 326 PA 0.64 Ground-ball rateSprint speedxwOBA on contact Isolated power -1.7zIn-zone contact +1.3zPull rate +0.9z
06 Stewart, Sal CIN · R · 620 PA 0.63 Chase rateWalk rateIsolated power Oppo rate +1.6zHard-hit rate -1.3zSweet-spot rate +1.1z
07 Hernández, Teoscar LAD · R · 411 PA 0.61 Bat speedChase ratexwOBA on contact Sprint speed +1.7zIsolated power -1.3zAvg exit velocity -1.1z
08 Machado, Manny SD · R · 584 PA 0.60 Chase rateMax exit velocityOppo rate In-zone contact +1.6zFly-ball rate -1.5zIsolated power -1.0z
09 Riley, Austin ATL · R · 557 PA 0.60 Swing lengthBarrel rateMax exit velocity Isolated power -1.6zSprint speed +1.4zBat speed +1.1z
10 Acuña Jr., Ronald ATL · R · 378 PA 0.60 Whiff rateSwing lengthBarrel rate Fly-ball rate -1.7zIsolated power -1.2zWalk rate +1.0z
11 Burger, Jake TEX · R · 535 PA 0.59 Swing lengthBarrel rateStrikeout rate Fly-ball rate -1.3zPull rate +1.1zBat speed +1.1z
12 Walker, Christian HOU · R · 556 PA 0.58 Max exit velocityWhiff rateSprint speed In-zone contact +1.7zFly-ball rate -1.5zAvg exit velocity -1.3z

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.