The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 256 qualified hitters (340+ 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. Albies, Ozzie in signal, the comp in amber.

ATL · bats L · 732 PA

Ranked comps for Albies, Ozzie

#PlayerSimilarityAgrees onDiffers onOpen
01 Lee, Brooks MIN · L · 655 PA 0.82 Barrel rateSweet-spot rateStrikeout rate In-zone contact +0.9zPull rate -0.8zHard-hit rate +0.7z
02 Rocchio, Brayan CLE · L · 635 PA 0.76 Whiff rateHard-hit rateSwing length Fly-ball rate -1.3zChase rate -0.9zSweet-spot rate +0.8z
03 Peters, Tristan CWS · L · 530 PA 0.70 Whiff rateMax exit velocityBarrel rate Sprint speed +1.2zAvg exit velocity -1.1zSwing length -1.1z
04 Heim, Jonah ATH · L · 402 PA 0.66 Whiff rateIsolated powerOppo rate Sprint speed -1.5zPull rate -1.3zFly-ball rate -1.3z
05 Mullins, Cedric TB · L · 526 PA 0.65 Whiff rateBat speedPull rate Sweet-spot rate -2.1zChase rate -1.1zAvg exit velocity -0.8z
06 Semien, Marcus NYM · R · 568 PA 0.65 In-zone contactGround-ball rateFly-ball rate Chase rate -1.8zSwing length +1.4zSprint speed +0.9z
07 Varsho, Daulton TOR · L · 546 PA 0.65 Sweet-spot rateIn-zone contactWalk rate Bat speed +1.3zPull rate -1.3zSwing length +1.2z
08 Young, Cole SEA · L · 663 PA 0.64 Oppo rateSweet-spot rateIn-zone contact Fly-ball rate -1.2zChase rate -1.2zHard-hit rate +1.1z
09 Edman, Tommy LAD · L · 347 PA 0.61 Barrel rateWalk rateWhiff rate Ground-ball rate +1.5zChase rate -1.1zFly-ball rate -0.9z
10 Massey, Michael KC · L · 452 PA 0.61 Max exit velocityIsolated powerChase rate Sweet-spot rate +1.6zOppo rate -1.4zHard-hit rate +1.2z
11 Altuve, Jose HOU · R · 596 PA 0.60 Max exit velocityIn-zone contactPull rate Fly-ball rate -2.2zGround-ball rate +1.8zAvg exit velocity -1.0z
12 Loftin, Nick KC · R · 446 PA 0.59 Hard-hit ratexwOBA on contactBarrel rate Chase rate -2.0zPull rate -1.2zSweet-spot rate +1.0z

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.