The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (290+ 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. Lewis, Royce in signal, the comp in amber.

MIN · bats R · 447 PA

Ranked comps for Lewis, Royce

#PlayerSimilarityAgrees onDiffers onOpen
01 Adames, Willy SF · R · 517 PA 0.76 In-zone contactOppo rateSprint speed Max exit velocity -1.1zFly-ball rate +0.9zSweet-spot rate +0.8z
02 Okamoto, Kazuma TOR · R · 560 PA 0.72 Max exit velocityOppo rateBarrel rate Sprint speed -1.1zIsolated power +1.0zStrikeout rate +0.9z
03 Riley, Austin ATL · R · 565 PA 0.70 Chase rateWhiff rateBarrel rate Swing length -1.3zStrikeout rate +1.2zOppo rate +1.1z
04 Abrams, CJ WSH · L · 591 PA 0.69 Avg exit velocityStrikeout rateWalk rate Isolated power +1.4zSwing length -0.9zOppo rate +0.9z
05 Crews, Dylan WSH · R · 367 PA 0.68 Chase rateMax exit velocityFly-ball rate Pull rate -1.6zGround-ball rate +1.3zSprint speed +1.2z
06 Bell, Josh MIN · L · 562 PA 0.68 Avg exit velocityHard-hit rateWalk rate Ground-ball rate +1.5zWhiff rate -1.4zSprint speed -1.3z
07 Castro, Willi COL · L · 498 PA 0.67 Pull rateIn-zone contactxwOBA on contact Swing length -1.9zBarrel rate -1.0zGround-ball rate +0.9z
08 Merrill, Jackson SD · L · 591 PA 0.65 Barrel rateStrikeout rateIn-zone contact Swing length -1.4zSprint speed +1.0zSweet-spot rate +0.9z
09 Burger, Jake TEX · R · 542 PA 0.65 Barrel ratexwOBA on contactWalk rate Ground-ball rate +1.8zSwing length -1.3zSweet-spot rate -1.3z
10 Soler, Jorge LAA · R · 381 PA 0.64 xwOBA on contactMax exit velocityFly-ball rate Strikeout rate +1.5zSprint speed -1.3zIn-zone contact -1.3z
11 Wells, Austin NYY · L · 341 PA 0.64 Sweet-spot rateOppo rateIn-zone contact Sprint speed -1.4zBarrel rate -1.3zSwing length -1.1z
12 Rodríguez, Julio SEA · R · 571 PA 0.62 Isolated powerSweet-spot rateAvg exit velocity Pull rate -1.5zGround-ball rate +1.4zChase rate +1.1z

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.