The Comp Constellation

Profile-shape similarity over six weighted feature groups, standardized within this season's 259 qualified hitters (208+ 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. Alvarez, Francisco in signal, the comp in amber.

NYM · bats R · 248 PA

Ranked comps for Alvarez, Francisco

#PlayerSimilarityAgrees onDiffers onOpen
01 Basallo, Samuel BAL · L · 321 PA 0.82 Bat speedMax exit velocityStrikeout rate Chase rate +1.1zIsolated power +0.7zSwing length +0.7z
02 Burger, Jake TEX · R · 394 PA 0.75 Pull rateIn-zone contactAvg exit velocity Sprint speed +1.3zBarrel rate -1.3zOppo rate +1.0z
03 McMahon, Ryan NYY · L · 248 PA 0.73 xwOBA on contactSweet-spot rateSwing length Oppo rate +1.5zBarrel rate -1.1zHard-hit rate +1.0z
04 Walker, Christian HOU · R · 418 PA 0.71 Max exit velocityWalk rateFly-ball rate Oppo rate +1.4zBarrel rate -1.3zxwOBA on contact -1.3z
05 Canzone, Dominic SEA · L · 272 PA 0.69 Ground-ball rateBat speedxwOBA on contact Isolated power +1.4zSweet-spot rate +1.1zAvg exit velocity +1.0z
06 Burleson, Alec STL · L · 420 PA 0.69 Sprint speedxwOBA on contactIsolated power Strikeout rate -1.6zWhiff rate -1.5zHard-hit rate +0.8z
07 Vientos, Mark NYM · R · 269 PA 0.68 Avg exit velocitySprint speedHard-hit rate Oppo rate +1.8zBarrel rate -1.0zWalk rate -0.9z
08 Okamoto, Kazuma TOR · R · 400 PA 0.66 Max exit velocitySweet-spot ratexwOBA on contact Swing length +1.5zChase rate -1.0zGround-ball rate -1.0z
09 Pederson, Joc TEX · L · 311 PA 0.66 Fly-ball rateWhiff rateIn-zone contact Walk rate +1.3zBarrel rate -1.1zOppo rate +1.0z
10 Bell, Josh MIN · L · 398 PA 0.66 Max exit velocityFly-ball rateWalk rate Swing length +1.6zBarrel rate -1.1zWhiff rate -1.0z
11 Sánchez, Jesús TOR · L · 251 PA 0.66 Sweet-spot rateMax exit velocityGround-ball rate Oppo rate +1.2zPull rate -1.1zSwing length -1.1z
12 Seager, Corey TEX · L · 236 PA 0.66 Isolated powerBarrel ratexwOBA on contact Walk rate +1.6zSwing length -1.4zBat speed -0.8z

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.