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. Pederson, Joc in signal, the comp in amber.

TEX · bats L · 423 PA

Ranked comps for Pederson, Joc

#PlayerSimilarityAgrees onDiffers onOpen
01 Devers, Rafael SF · L · 590 PA 0.84 Chase ratexwOBA on contactBarrel rate In-zone contact -0.9zSprint speed +0.8zPull rate -0.8z
02 Olson, Matt ATL · L · 615 PA 0.70 Strikeout rateHard-hit ratePull rate Barrel rate +1.3zWhiff rate -1.1zBat speed +1.0z
03 Eldridge, Bryce SF · L · 382 PA 0.67 Barrel rateHard-hit rateOppo rate Isolated power -1.2zSweet-spot rate +1.1zMax exit velocity +1.0z
04 Seager, Corey TEX · L · 344 PA 0.65 Sprint speedStrikeout rateIn-zone contact Swing length -1.8zIsolated power -1.3zSweet-spot rate +1.3z
05 Machado, Manny SD · R · 584 PA 0.65 Chase rateWalk rateSprint speed Isolated power -1.3zSwing length +1.1zFly-ball rate -0.9z
06 Okamoto, Kazuma TOR · R · 557 PA 0.65 xwOBA on contactFly-ball rateBat speed Swing length +1.2zHard-hit rate -1.1zSprint speed +1.1z
07 Basallo, Samuel BAL · L · 360 PA 0.62 Whiff ratexwOBA on contactIn-zone contact Chase rate +1.6zWalk rate -1.1zPull rate +1.0z
08 McMahon, Ryan NYY · L · 326 PA 0.61 Whiff rateFly-ball ratexwOBA on contact Isolated power -2.0zWalk rate -1.3zStrikeout rate +0.9z
09 Walker, Christian HOU · R · 556 PA 0.60 Swing lengthStrikeout ratePull rate Hard-hit rate -1.4zWalk rate -1.2zAvg exit velocity -1.1z
10 Lowe, Brandon PIT · L · 579 PA 0.60 Barrel rateIn-zone contactMax exit velocity Sprint speed +1.5zPull rate +1.3zSweet-spot rate +1.0z
11 Alvarez, Francisco NYM · R · 364 PA 0.60 Pull ratexwOBA on contactIn-zone contact Isolated power -1.6zHard-hit rate -1.1zFly-ball rate -0.9z
12 Lindor, Francisco NYM · L · 367 PA 0.60 Bat speedChase rateOppo rate Isolated power -1.3zSprint speed +1.3zPull rate +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.