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

MIA · bats L · 561 PA

Ranked comps for Hicks, Liam

#PlayerSimilarityAgrees onDiffers onOpen
01 Horwitz, Spencer PIT · L · 462 PA 0.70 xwOBA on contactChase rateBat speed In-zone contact -1.2zOppo rate +1.1zStrikeout rate +1.0z
02 Fermín, José STL · R · 384 PA 0.67 Whiff ratexwOBA on contactMax exit velocity Swing length +1.2zIn-zone contact -1.1zSprint speed +1.1z
03 Durbin, Caleb BOS · R · 607 PA 0.63 Sweet-spot rateBat speedHard-hit rate Sprint speed +1.7zIn-zone contact -1.6zFly-ball rate -1.0z
04 Rumfield, TJ COL · L · 656 PA 0.62 Bat speedAvg exit velocityHard-hit rate Sweet-spot rate +2.1zWhiff rate +0.9zFly-ball rate +0.9z
05 Perdomo, Geraldo AZ · L · 686 PA 0.62 Fly-ball rateWhiff rateSwing length Sweet-spot rate +1.9zWalk rate +1.4zSprint speed +1.0z
06 Schanuel, Nolan LAA · L · 463 PA 0.60 Sprint speedSwing lengthChase rate Sweet-spot rate +2.0zAvg exit velocity +1.1zOppo rate -0.9z
07 Palacios, Richie TB · L · 400 PA 0.58 Barrel rateBat speedOppo rate In-zone contact -2.1zWhiff rate +1.3zStrikeout rate +1.2z
08 Kelly, Carson CHC · R · 441 PA 0.56 Fly-ball rateSprint speedMax exit velocity Pull rate -1.6zIn-zone contact -1.5zWhiff rate +1.3z
09 Loftin, Nick KC · R · 446 PA 0.55 Isolated powerBarrel ratexwOBA on contact Sweet-spot rate +1.8zSprint speed +1.7zStrikeout rate +1.2z
10 Frelick, Sal MIL · L · 400 PA 0.54 Strikeout rateHard-hit rateAvg exit velocity Sprint speed +2.3zGround-ball rate +1.2zIsolated power -1.1z
11 Bregman, Alex CHC · R · 708 PA 0.53 Walk rateMax exit velocityPull rate Avg exit velocity +1.5zHard-hit rate +1.4zIsolated power +1.2z
12 Lee, Brooks MIN · L · 647 PA 0.51 Oppo ratexwOBA on contactPull rate Walk rate -1.5zChase rate +1.4zAvg exit velocity +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.