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. Albies, Ozzie in signal, the comp in amber.

ATL · bats L · 696 PA

Ranked comps for Albies, Ozzie

#PlayerSimilarityAgrees onDiffers onOpen
01 Lee, Brooks MIN · L · 647 PA 0.82 Sweet-spot rateBarrel rateStrikeout rate In-zone contact +0.8zHard-hit rate +0.7zPull rate -0.7z
02 Rocchio, Brayan CLE · L · 602 PA 0.76 In-zone contactWhiff rateWalk rate Fly-ball rate -1.5zSweet-spot rate +1.0zGround-ball rate +0.9z
03 Heim, Jonah ATH · L · 399 PA 0.65 Avg exit velocityWhiff rateWalk rate Sprint speed -1.5zGround-ball rate +1.3zFly-ball rate -1.3z
04 Peters, Tristan CWS · L · 501 PA 0.64 Max exit velocityWhiff rateWalk rate Sprint speed +1.1zAvg exit velocity -1.1zSwing length -1.1z
05 Varsho, Daulton TOR · L · 546 PA 0.64 Whiff rateIn-zone contactSweet-spot rate Bat speed +1.3zPull rate -1.2zSwing length +1.2z
06 Mullins, Cedric TB · L · 514 PA 0.64 Whiff ratePull rateBarrel rate Sweet-spot rate -2.2zChase rate -1.3zWalk rate +0.9z
07 Young, Cole SEA · L · 654 PA 0.61 Sweet-spot rateIn-zone contactOppo rate Chase rate -1.3zHard-hit rate +1.2zFly-ball rate -1.2z
08 Semien, Marcus NYM · R · 564 PA 0.61 Fly-ball rateIn-zone contactAvg exit velocity Chase rate -2.0zSwing length +1.4zSprint speed +0.9z
09 Altuve, Jose HOU · R · 578 PA 0.60 Max exit velocityWalk rateBarrel rate Fly-ball rate -2.2zGround-ball rate +1.8zStrikeout rate +0.9z
10 Loftin, Nick KC · R · 446 PA 0.59 Barrel rateHard-hit rateIsolated power Chase rate -2.1zSweet-spot rate +1.1zPull rate -1.1z
11 Massey, Michael KC · L · 448 PA 0.57 Chase rateIsolated powerMax exit velocity Oppo rate -1.6zSweet-spot rate +1.5zHard-hit rate +1.4z
12 Palacios, Richie TB · L · 400 PA 0.57 In-zone contactSwing lengthSweet-spot rate Fly-ball rate -2.3zWalk rate +1.6zGround-ball 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.