The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 255 qualified hitters (336+ 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. Montgomery, Braden in signal, the comp in amber.

CWS · bats L · 361 PA

Ranked comps for Montgomery, Braden

#PlayerSimilarityAgrees onDiffers onOpen
01 Rengifo, Luis MIL · L · 374 PA 0.55 Pull rateFly-ball rateMax exit velocity Whiff rate -1.7zSwing length +1.4zIn-zone contact +1.3z
02 Yelich, Christian MIL · L · 518 PA 0.54 Whiff rateHard-hit rateOppo rate Swing length +2.4zBarrel rate +1.3zBat speed +1.2z
03 Bogaerts, Xander SD · R · 623 PA 0.53 Sweet-spot rateIsolated powerStrikeout rate Swing length +1.9zGround-ball rate -1.3zOppo rate -1.2z
04 Meidroth, Chase CWS · R · 667 PA 0.52 Barrel rateSwing lengthChase rate Ground-ball rate -1.7zSweet-spot rate +1.6zWhiff rate -1.6z
05 Butler, Lawrence ATH · L · 550 PA 0.50 Oppo rateAvg exit velocityWalk rate Bat speed +1.3zGround-ball rate -1.3zSprint speed -1.3z
06 Ewing, A.J. NYM · L · 490 PA 0.50 Isolated powerBat speedOppo rate Ground-ball rate -2.2zSweet-spot rate +2.1zFly-ball rate +1.4z
07 Meckler, Wade LAA · L · 339 PA 0.48 Pull rateFly-ball rateStrikeout rate Max exit velocity -1.4zSweet-spot rate +1.4zIn-zone contact +1.4z
08 Gonzales, Nick PIT · R · 622 PA 0.44 Max exit velocityxwOBA on contactOppo rate Swing length +2.0zSweet-spot rate +1.9zGround-ball rate -1.4z
09 Cronenworth, Jake SD · L · 440 PA 0.44 Oppo rateChase rateBarrel rate Ground-ball rate -2.0zIn-zone contact +1.8zHard-hit rate -1.4z
10 Lopez, Otto MIA · R · 703 PA 0.42 Hard-hit rateAvg exit velocitySprint speed In-zone contact +1.9zWalk rate -1.7zWhiff rate -1.6z
11 Ortiz, Joey MIL · R · 435 PA 0.42 Strikeout rateIsolated powerBarrel rate Swing length +2.2zGround-ball rate -1.6zIn-zone contact +1.6z
12 Crawford, Justin PHI · L · 478 PA 0.42 Ground-ball rateMax exit velocityStrikeout rate Whiff rate -2.0zChase rate +1.7zWalk rate -1.7z

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.