The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 255 qualified hitters (336+ 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 · 700 PA

Ranked comps for Albies, Ozzie

#PlayerSimilarityAgrees onDiffers onOpen
01 Lee, Brooks MIN · L · 651 PA 0.82 Sweet-spot rateStrikeout rateOppo rate In-zone contact +0.8zHard-hit rate +0.7zPull rate -0.7z
02 Rocchio, Brayan CLE · L · 606 PA 0.77 In-zone contactWhiff rateWalk rate Fly-ball rate -1.4zSweet-spot rate +1.0zChase rate -0.9z
03 Peters, Tristan CWS · L · 505 PA 0.65 Whiff rateMax exit velocityWalk rate Sprint speed +1.1zxwOBA on contact +1.1zAvg exit velocity -1.1z
04 Mullins, Cedric TB · L · 519 PA 0.65 Whiff rateBarrel ratePull rate Sweet-spot rate -2.1zChase rate -1.2zWalk rate +0.8z
05 Heim, Jonah ATH · L · 402 PA 0.64 Avg exit velocityWhiff rateWalk rate Sprint speed -1.5zFly-ball rate -1.3zGround-ball rate +1.3z
06 Varsho, Daulton TOR · L · 546 PA 0.64 In-zone contactWhiff rateSweet-spot rate Bat speed +1.3zPull rate -1.2zSwing length +1.2z
07 Young, Cole SEA · L · 659 PA 0.62 In-zone contactSweet-spot rateOppo rate Chase rate -1.3zHard-hit rate +1.2zFly-ball rate -1.2z
08 Semien, Marcus NYM · R · 564 PA 0.61 Fly-ball rateGround-ball rateIn-zone contact Chase rate -2.0zSwing length +1.4zxwOBA on contact +0.9z
09 Altuve, Jose HOU · R · 583 PA 0.60 Max exit velocityBarrel rateWalk rate Fly-ball rate -2.2zGround-ball rate +1.8zStrikeout rate +0.9z
10 Loftin, Nick KC · R · 446 PA 0.58 Barrel rateHard-hit rateIsolated power Chase rate -2.1zSweet-spot rate +1.1zPull rate -1.1z
11 Massey, Michael KC · L · 452 PA 0.56 Isolated powerChase rateMax exit velocity Sweet-spot rate +1.7zOppo rate -1.5zHard-hit rate +1.3z
12 Palacios, Richie TB · L · 405 PA 0.56 In-zone contactOppo rateSwing length Fly-ball rate -2.4zWalk rate +1.7zChase 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.