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. Clement, Ernie in signal, the comp in amber.

TOR · bats R · 393 PA

Ranked comps for Clement, Ernie

#PlayerSimilarityAgrees onDiffers onOpen
01 Albies, Ozzie ATL · L · 438 PA 0.65 Swing lengthSweet-spot ratexwOBA on contact Chase rate -1.4zWalk rate +1.2zIn-zone contact -0.9z
02 Vargas, Ildemaro AZ · L · 323 PA 0.55 Oppo rateIn-zone contactStrikeout rate Fly-ball rate -1.7zHard-hit rate +1.5zGround-ball rate +1.2z
03 Rocchio, Brayan CLE · L · 381 PA 0.53 Max exit velocityIsolated powerBarrel rate Chase rate -2.1zWalk rate +1.3zHard-hit rate +1.2z
04 Lee, Brooks MIN · L · 405 PA 0.52 Pull ratexwOBA on contactMax exit velocity Chase rate -2.1zWalk rate +1.2zHard-hit rate +1.2z
05 Sanoja, Javier MIA · R · 257 PA 0.51 Isolated powerStrikeout ratexwOBA on contact Fly-ball rate -1.8zOppo rate +1.7zGround-ball rate +1.3z
06 Giménez, Andrés TOR · L · 327 PA 0.50 Avg exit velocityBat speedHard-hit rate Oppo rate +2.0zGround-ball rate +1.5zIn-zone contact -1.5z
07 Lee, Jung Hoo SF · L · 372 PA 0.49 Isolated powerBarrel rateStrikeout rate Chase rate -2.5zSwing length +1.3zFly-ball rate -1.2z
08 Church, Nathan STL · L · 278 PA 0.47 Avg exit velocityMax exit velocitySweet-spot rate Ground-ball rate +1.6zStrikeout rate +1.6zFly-ball rate -1.5z
09 Smith, Dominic ATL · L · 254 PA 0.46 Sweet-spot rateGround-ball rateMax exit velocity Chase rate -2.4zHard-hit rate +1.6zWalk rate +1.5z
10 Peters, Tristan CWS · L · 298 PA 0.45 Sweet-spot rateBat speedOppo rate Chase rate -1.9zPull rate +1.7zSwing length -1.4z
11 McCarthy, Jake COL · L · 340 PA 0.44 Oppo ratePull rateHard-hit rate Sprint speed +1.6zChase rate -1.6zIsolated power +1.3z
12 Andujar, Miguel SD · R · 266 PA 0.43 Walk rateMax exit velocityWhiff rate Ground-ball rate +2.1zHard-hit rate +1.5zSweet-spot rate -1.5z

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.