The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 260 qualified hitters (204+ 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. Manzardo, Kyle in signal, the comp in amber.

CLE · bats L · 332 PA

Ranked comps for Manzardo, Kyle

#PlayerSimilarityAgrees onDiffers onOpen
01 Wells, Austin NYY · L · 231 PA 0.76 Whiff rateChase rateMax exit velocity Isolated power -0.9zBat speed +0.9zOppo rate +0.9z Player Projection Swing lab
02 Schneemann, Daniel CLE · L · 275 PA 0.70 Fly-ball ratePull rateSweet-spot rate Sprint speed +1.7zIn-zone contact +1.0zMax exit velocity -0.7z Player Projection Swing lab
03 Suárez, Eugenio CIN · R · 279 PA 0.69 Chase ratePull rateGround-ball rate Oppo rate +1.8zHard-hit rate -0.9zSwing length +0.9z Player Projection Swing lab
04 Alvarez, Francisco NYM · R · 244 PA 0.63 Whiff rateSwing lengthSprint speed Bat speed +1.6zGround-ball rate +1.2zBarrel rate +1.2z Player Projection Swing lab
05 Rushing, Dalton LAD · L · 224 PA 0.62 In-zone contactAvg exit velocityWhiff rate Sprint speed +1.5zIsolated power +1.3zFly-ball rate -1.0z Player Projection Swing lab
06 Lowe, Brandon PIT · L · 418 PA 0.61 In-zone contactOppo rateWalk rate Isolated power +1.4zSprint speed +1.2zBat speed +1.0z Player Projection Swing lab
07 Tucker, Kyle LAD · L · 400 PA 0.60 Pull rateAvg exit velocityHard-hit rate Strikeout rate -1.9zOppo rate +1.2zWhiff rate -1.1z Player Projection Swing lab
08 Soler, Jorge LAA · R · 330 PA 0.59 Strikeout ratexwOBA on contactGround-ball rate Bat speed +1.8zSwing length +1.5zOppo rate +1.2z Player Projection Swing lab
09 Seager, Corey TEX · L · 236 PA 0.59 Sweet-spot rateMax exit velocityxwOBA on contact Swing length -1.5zBarrel rate +1.3zOppo rate +1.3z Player Projection Swing lab
10 Pederson, Joc TEX · L · 311 PA 0.59 Whiff rateIn-zone contactSweet-spot rate Oppo rate +1.6zHard-hit rate +1.4zIsolated power +1.3z Player Projection Swing lab
11 Okamoto, Kazuma TOR · R · 395 PA 0.59 Fly-ball rateWalk rateStrikeout rate Swing length +1.4zIsolated power +1.3zBat speed +1.0z Player Projection Swing lab
12 Neto, Zach LAA · R · 440 PA 0.59 Avg exit velocityWalk rateStrikeout rate Sprint speed +1.9zOppo rate +1.3zFly-ball rate +1.2z Player Projection Swing lab

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.