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. Witt Jr., Bobby in signal, the comp in amber.

KC · bats R · 642 PA

Ranked comps for Witt Jr., Bobby

#PlayerSimilarityAgrees onDiffers onOpen
01 Langeliers, Shea ATH · R · 480 PA 0.60 xwOBA on contactMax exit velocityChase rate Sprint speed -1.3zIsolated power +1.2zPull rate +1.1z
02 Chourio, Jackson MIL · R · 624 PA 0.58 Bat speedxwOBA on contactPull rate Max exit velocity -1.4zGround-ball rate +1.4zSweet-spot rate -1.3z
03 Tatis Jr., Fernando SD · R · 740 PA 0.53 Avg exit velocityIn-zone contactxwOBA on contact Ground-ball rate +2.4zSweet-spot rate -1.6zFly-ball rate -1.2z
04 Reynolds, Bryan PIT · L · 719 PA 0.52 Isolated powerSwing lengthSweet-spot rate Ground-ball rate +1.6zChase rate -1.4zSprint speed -1.4z
05 Abreu, Wilyer BOS · L · 703 PA 0.51 Bat speedWalk rateWhiff rate Fly-ball rate +1.7zSprint speed -1.6zMax exit velocity -1.5z
06 Merrill, Jackson SD · L · 708 PA 0.48 Barrel rateGround-ball ratexwOBA on contact Max exit velocity -1.6zWalk rate -1.6zPull rate +1.5z
07 Keith, Colt DET · L · 444 PA 0.46 Swing lengthIn-zone contactIsolated power Oppo rate -1.5zSprint speed -1.5zChase rate -1.5z
08 Acuña Jr., Ronald ATL · R · 509 PA 0.46 Barrel rateOppo rateFly-ball rate Sprint speed -2.2zIn-zone contact -1.9zSwing length +1.4z
09 Rodríguez, Julio SEA · R · 669 PA 0.45 Isolated powerFly-ball rateWhiff rate Sweet-spot rate -1.8zSwing length +1.8zWalk rate -1.2z
10 Pages, Andy LAD · R · 625 PA 0.44 Fly-ball rateChase rateIn-zone contact Max exit velocity -2.1zSwing length +1.6zSprint speed -1.4z
11 Adell, Jo LAA · R · 714 PA 0.44 Fly-ball rateIsolated powerMax exit velocity Walk rate -1.8zSwing length +1.8zSweet-spot rate -1.4z
12 Baldwin, Drake ATL · L · 666 PA 0.43 xwOBA on contactHard-hit rateWhiff rate Sprint speed -3.1zMax exit velocity -1.6zGround-ball rate +1.3z

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.