The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 257 qualified hitters (334+ 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. Baty, Brett in signal, the comp in amber.

NYM · bats L · 482 PA

Ranked comps for Baty, Brett

#PlayerSimilarityAgrees onDiffers onOpen
01 Riley, Austin ATL · R · 640 PA 0.81 xwOBA on contactSwing lengthHard-hit rate Strikeout rate +0.9zSprint speed +0.8zWalk rate -0.7z
02 McMahon, Ryan NYY · L · 381 PA 0.78 Whiff rateChase rateIsolated power Sweet-spot rate -1.1zPull rate +1.0zWalk rate -0.8z
03 Hernández, Teoscar LAD · R · 505 PA 0.73 Avg exit velocityBarrel rateFly-ball rate Sprint speed +1.1zIn-zone contact -1.0zIsolated power +0.8z
04 Acuña Jr., Ronald ATL · R · 474 PA 0.72 Bat speedChase rateWhiff rate Isolated power +1.4zOppo rate +0.9zIn-zone contact -0.8z
05 Crews, Dylan WSH · R · 445 PA 0.71 Ground-ball rateHard-hit rateIn-zone contact Sprint speed +1.9zWalk rate -1.0zOppo rate -0.9z
06 Baldwin, Drake ATL · L · 631 PA 0.71 Oppo rateBat speedWalk rate Hard-hit rate +1.0zIsolated power +0.9zBarrel rate +0.9z
07 Bell, Josh MIN · L · 642 PA 0.71 Chase rateMax exit velocityBarrel rate Whiff rate -1.1zSwing length +1.1zStrikeout rate -1.0z
08 Walker, Christian HOU · R · 639 PA 0.69 Oppo rateSwing lengthWhiff rate Sweet-spot rate -1.4zIsolated power +1.3zxwOBA on contact -0.8z
09 Machado, Manny SD · R · 681 PA 0.69 Ground-ball rateFly-ball rateHard-hit rate Sprint speed -1.2zSweet-spot rate -1.1zIsolated power +1.1z
10 Tawa, Tim AZ · R · 362 PA 0.69 Barrel rateIn-zone contactSweet-spot rate Oppo rate -1.3zSwing length -1.2zMax exit velocity -1.1z
11 Alvarez, Francisco NYM · R · 428 PA 0.69 Avg exit velocityMax exit velocityWalk rate Sprint speed -1.1zGround-ball rate +1.0zOppo rate -0.9z
12 Eldridge, Bryce SF · L · 456 PA 0.68 Barrel rateSweet-spot rateIn-zone contact Walk rate +1.4zHard-hit rate +1.2zIsolated power +1.1z

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.