The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (210+ 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. Contreras, William in signal, the comp in amber.

MIL · bats R · 407 PA

Ranked comps for Contreras, William

#PlayerSimilarityAgrees onDiffers onOpen
01 Cortes, Carlos ATH · L · 250 PA 0.75 Walk ratePull rateStrikeout rate Sweet-spot rate +1.4zIn-zone contact -1.1zBat speed -0.8z
02 Herrera, Iván STL · R · 441 PA 0.73 Oppo rateIsolated powerMax exit velocity Swing length +1.3zWalk rate +1.0zBarrel rate -0.9z
03 Kelly, Carson CHC · R · 271 PA 0.73 In-zone contactIsolated powerSprint speed Max exit velocity -1.5zWalk rate +0.8zAvg exit velocity -0.7z
04 Bohm, Alec PHI · R · 406 PA 0.72 In-zone contactSwing lengthAvg exit velocity Max exit velocity -1.1zBarrel rate -1.0zGround-ball rate +0.9z
05 Garcia, Maikel KC · R · 304 PA 0.71 Walk rateOppo ratePull rate Sprint speed +1.6zBarrel rate -1.1zChase rate -1.0z
06 Grissom, Vaughn LAA · R · 218 PA 0.70 Isolated powerxwOBA on contactIn-zone contact Sweet-spot rate +1.5zMax exit velocity -1.4zSprint speed +0.8z
07 DeLauter, Chase CLE · L · 361 PA 0.69 Strikeout ratexwOBA on contactSwing length Chase rate -1.4zPull rate +1.0zMax exit velocity +0.9z
08 Guerrero Jr., Vladimir TOR · R · 406 PA 0.67 Avg exit velocityxwOBA on contactPull rate Fly-ball rate -1.2zBat speed +1.2zMax exit velocity +1.1z
09 Jung, Josh TEX · R · 398 PA 0.65 Chase rateGround-ball rateWhiff rate Sweet-spot rate +2.2zMax exit velocity -0.9zBat speed -0.8z
10 Springer, George TOR · R · 320 PA 0.64 Barrel rateGround-ball rateIn-zone contact Oppo rate -1.3zPull rate +1.3zIsolated power +1.0z
11 Rutschman, Adley BAL · L · 299 PA 0.62 Strikeout ratexwOBA on contactHard-hit rate Sweet-spot rate +2.2zMax exit velocity -0.8zFly-ball rate +0.8z
12 Sheets, Gavin SD · L · 349 PA 0.61 Hard-hit ratexwOBA on contactOppo rate Isolated power +1.4zPull rate +1.3zSwing length +1.2z

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.