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. Walker, Christian in signal, the comp in amber.

HOU · bats R · 413 PA

Ranked comps for Walker, Christian

#PlayerSimilarityAgrees onDiffers onOpen
01 Machado, Manny SD · R · 401 PA 0.85 Chase rateBarrel rateFly-ball rate Walk rate +1.1zSwing length +1.0zSprint speed -0.6z Player Projection Swing lab
02 Burger, Jake TEX · R · 390 PA 0.76 Walk rateSwing lengthBarrel rate Sprint speed +1.1zChase rate +1.0zWhiff rate +0.9z Player Projection Swing lab
03 Bell, Josh MIN · L · 394 PA 0.76 Chase rateMax exit velocityFly-ball rate Swing length +1.3zSweet-spot rate +1.1zIsolated power -1.0z Player Projection Swing lab
04 Springer, George TOR · R · 312 PA 0.75 Ground-ball rateSwing lengthFly-ball rate Oppo rate -1.1zChase rate -1.0zWhiff rate -0.8z Player Projection Swing lab
05 Sheets, Gavin SD · L · 341 PA 0.73 Bat speedIsolated powerOppo rate Whiff rate -1.2zIn-zone contact +1.1zFly-ball rate -1.1z Player Projection Swing lab
06 Vientos, Mark NYM · R · 269 PA 0.72 Sweet-spot rateBat speedGround-ball rate Chase rate +1.1zIn-zone contact -1.1zWalk rate -1.0z Player Projection Swing lab
07 Goldschmidt, Paul NYY · R · 277 PA 0.72 Ground-ball rateIsolated powerFly-ball rate In-zone contact -1.3zPull rate -1.1zMax exit velocity -0.9z Player Projection Swing lab
08 Pederson, Joc TEX · L · 311 PA 0.71 Fly-ball rateIsolated powerSwing length Walk rate +1.2zHard-hit rate +1.0zxwOBA on contact +1.0z Player Projection Swing lab
09 Soderstrom, Tyler ATH · L · 360 PA 0.71 Fly-ball rateBarrel rateSwing length Walk rate +1.6zSprint speed +1.0zWhiff rate -1.0z Player Projection Swing lab
10 Alvarez, Francisco NYM · R · 244 PA 0.71 Sweet-spot rateMax exit velocityHard-hit rate Oppo rate -1.3zxwOBA on contact +1.1zIsolated power -1.1z Player Projection Swing lab
11 Henderson, Gunnar BAL · L · 454 PA 0.68 Walk rateStrikeout ratexwOBA on contact Sprint speed +1.8zOppo rate -1.1zPull rate +0.9z Player Projection Swing lab
12 France, Ty SD · R · 249 PA 0.68 Strikeout rateSwing lengthIn-zone contact Sweet-spot rate +1.6zMax exit velocity -1.0zPull rate -0.9z Player Projection Swing lab

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.