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. Hicks, Liam in signal, the comp in amber.

MIA · bats L · 592 PA

Ranked comps for Hicks, Liam

#PlayerSimilarityAgrees onDiffers onOpen
01 Fermín, José STL · R · 389 PA 0.69 Whiff rateMax exit velocityxwOBA on contact Swing length +1.3zIn-zone contact -1.1zSprint speed +1.1z
02 Horwitz, Spencer PIT · L · 470 PA 0.69 xwOBA on contactSweet-spot rateChase rate In-zone contact -1.2zOppo rate +1.2zStrikeout rate +1.0z
03 Schanuel, Nolan LAA · L · 463 PA 0.63 Sprint speedSwing lengthChase rate Sweet-spot rate +1.8zAvg exit velocity +1.0zIn-zone contact -0.9z
04 Rumfield, TJ COL · L · 657 PA 0.63 Bat speedAvg exit velocityHard-hit rate Sweet-spot rate +1.9zFly-ball rate +1.0zIn-zone contact -0.9z
05 Perdomo, Geraldo AZ · L · 695 PA 0.62 Swing lengthOppo rateWhiff rate Sweet-spot rate +1.8zWalk rate +1.6zSprint speed +1.0z
06 Durbin, Caleb BOS · R · 618 PA 0.62 Bat speedHard-hit rateSweet-spot rate Sprint speed +1.7zIn-zone contact -1.6zAvg exit velocity -0.9z
07 Palacios, Richie TB · L · 423 PA 0.60 Barrel rateOppo ratexwOBA on contact In-zone contact -2.0zStrikeout rate +1.2zWhiff rate +1.2z
08 Kelly, Carson CHC · R · 448 PA 0.57 Sprint speedFly-ball rateMax exit velocity Pull rate -1.6zIn-zone contact -1.5zWhiff rate +1.2z
09 Loftin, Nick KC · R · 446 PA 0.56 Barrel rateIsolated powerxwOBA on contact Sprint speed +1.7zSweet-spot rate +1.6zIn-zone contact -1.2z
10 McNeil, Jeff ATH · L · 533 PA 0.53 xwOBA on contactStrikeout rateMax exit velocity Sweet-spot rate +2.0zChase rate +1.5zWalk rate -1.4z
11 Lee, Brooks MIN · L · 655 PA 0.52 xwOBA on contactOppo ratePull rate Walk rate -1.4zChase rate +1.4zIn-zone contact -1.3z
12 Vargas, Ildemaro AZ · L · 506 PA 0.51 Strikeout ratexwOBA on contactSweet-spot rate Chase rate +2.0zWalk rate -1.5zSwing length +1.4z

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.