The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 264 qualified hitters (202+ 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. Andujar, Miguel in signal, the comp in amber.

SD · bats R · 258 PA

Ranked comps for Andujar, Miguel

#PlayerSimilarityAgrees onDiffers onOpen
01 Vargas, Ildemaro AZ · L · 319 PA 0.81 Hard-hit ratePull rateIsolated power Strikeout rate -1.0zWhiff rate -0.8zMax exit velocity +0.7z
02 Jackson, Jeremiah BAL · R · 224 PA 0.71 Pull rateSwing lengthGround-ball rate Barrel rate +1.4zOppo rate +1.0zWhiff rate +0.8z
03 Fortes, Nick TB · R · 235 PA 0.64 Max exit velocityBat speedBarrel rate Sweet-spot rate -1.8zIsolated power -1.1zAvg exit velocity -1.0z
04 Peña, Jeremy HOU · R · 217 PA 0.63 Strikeout rateOppo rateBarrel rate Sprint speed +1.4zWhiff rate +1.2zSweet-spot rate +1.1z
05 Sanoja, Javier MIA · R · 250 PA 0.62 Chase rateMax exit velocitySweet-spot rate Oppo rate +1.3zStrikeout rate -1.2zWhiff rate -1.1z
06 Rocchio, Brayan CLE · L · 373 PA 0.61 Sprint speedMax exit velocityIsolated power Sweet-spot rate +1.6zGround-ball rate -1.4zChase rate -1.2z
07 Yoshida, Masataka BOS · L · 220 PA 0.61 Pull rateOppo rateAvg exit velocity Chase rate -1.9zWalk rate +1.7zSwing length -1.0z
08 Altuve, Jose HOU · R · 332 PA 0.60 Fly-ball rateHard-hit ratexwOBA on contact Walk rate +1.6zBat speed -1.4zSweet-spot rate +1.1z
09 Stott, Bryson PHI · L · 372 PA 0.60 Isolated powerOppo rateStrikeout rate Fly-ball rate +1.6zChase rate -1.2zGround-ball rate -1.2z
10 Church, Nathan STL · L · 270 PA 0.59 Isolated powerxwOBA on contactFly-ball rate Swing length -1.3zAvg exit velocity -1.3zSweet-spot rate +1.2z
11 Naylor, Josh SEA · L · 404 PA 0.59 xwOBA on contactSwing lengthWhiff rate Sprint speed -2.1zGround-ball rate -1.3zWalk rate +1.1z
12 Realmuto, J.T. PHI · R · 271 PA 0.56 Barrel rateMax exit velocityIsolated power Fly-ball rate +1.4zChase rate -1.4zWalk 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.