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. Muncy, Max in signal, the comp in amber.

LAD · bats L · 354 PA

Ranked comps for Muncy, Max

#PlayerSimilarityAgrees onDiffers onOpen
01 Lowe, Brandon PIT · L · 418 PA 0.70 xwOBA on contactIsolated powerSprint speed Chase rate +1.5zWhiff rate +1.3zGround-ball rate -1.0z
02 Seager, Corey TEX · L · 236 PA 0.64 Bat speedWalk rateHard-hit rate Sprint speed -1.5zWhiff rate +1.2zOppo rate +1.0z
03 Eldridge, Bryce SF · L · 225 PA 0.64 Ground-ball rateMax exit velocityStrikeout rate Pull rate -1.6zSwing length +1.1zHard-hit rate +1.1z
04 Bleday, JJ CIN · L · 291 PA 0.63 Whiff rateFly-ball rateChase rate Sweet-spot rate +1.7zGround-ball rate -1.5zPull rate -0.9z
05 Mead, Curtis WSH · R · 310 PA 0.63 Sprint speedChase rateFly-ball rate In-zone contact +1.6zWhiff rate -1.4zPull rate -1.2z
06 Rushing, Dalton LAD · L · 224 PA 0.62 Hard-hit rateIsolated powerBat speed Swing length +1.4zMax exit velocity -1.2zFly-ball rate -1.1z
07 Happ, Ian CHC · L · 416 PA 0.62 Swing lengthChase rateAvg exit velocity Pull rate -1.8zStrikeout rate +1.1zIn-zone contact -1.0z
08 Harper, Bryce PHI · L · 416 PA 0.62 Avg exit velocityIsolated powerIn-zone contact Pull rate -1.7zChase rate +1.4zSwing length +1.1z
09 Rice, Ben NYY · L · 411 PA 0.61 Strikeout rateWalk rateChase rate Swing length +1.7zIsolated power +1.6zSweet-spot rate +1.1z
10 Suzuki, Seiya CHC · R · 343 PA 0.61 Max exit velocityWhiff rateBat speed Pull rate -1.8zOppo rate +1.3zBarrel rate -1.2z
11 Greene, Riley DET · L · 423 PA 0.60 Chase rateWalk rateFly-ball rate Pull rate -2.0zBat speed +1.4zOppo rate +1.4z
12 Okamoto, Kazuma TOR · R · 395 PA 0.59 Fly-ball rateMax exit velocityGround-ball rate Swing length +2.4zWhiff rate +1.1zIn-zone contact -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.