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

TOR · bats R · 384 PA

Ranked comps for Clement, Ernie

#PlayerSimilarityAgrees onDiffers onOpen
01 Albies, Ozzie ATL · L · 428 PA 0.65 Swing lengthSweet-spot ratexwOBA on contact Chase rate -1.3zWalk rate +1.2zFly-ball rate +0.9z
02 Vargas, Ildemaro AZ · L · 319 PA 0.57 In-zone contactStrikeout rateOppo rate Fly-ball rate -1.8zHard-hit rate +1.6zGround-ball rate +1.2z
03 Lee, Brooks MIN · L · 397 PA 0.53 Max exit velocityPull rateFly-ball rate Chase rate -2.0zWalk rate +1.3zHard-hit rate +1.2z
04 Sanoja, Javier MIA · R · 250 PA 0.53 Isolated powerStrikeout ratexwOBA on contact Fly-ball rate -1.8zOppo rate +1.7zGround-ball rate +1.2z
05 Rocchio, Brayan CLE · L · 373 PA 0.52 Max exit velocityIsolated powerBarrel rate Chase rate -2.0zWalk rate +1.3zIn-zone contact -1.2z
06 Lee, Jung Hoo SF · L · 363 PA 0.50 Isolated powerBarrel rateStrikeout rate Chase rate -2.4zSwing length +1.3zFly-ball rate -1.2z
07 Giménez, Andrés TOR · L · 324 PA 0.50 Avg exit velocityBat speedIsolated power Oppo rate +2.1zIn-zone contact -1.5zGround-ball rate +1.5z
08 Andujar, Miguel SD · R · 258 PA 0.47 Walk ratePull rateMax exit velocity Ground-ball rate +1.8zHard-hit rate +1.5zBat speed +1.4z
09 Smith, Dominic ATL · L · 248 PA 0.47 Ground-ball rateSweet-spot rateMax exit velocity Chase rate -2.3zHard-hit rate +1.7zWalk rate +1.3z
10 Church, Nathan STL · L · 270 PA 0.46 Sweet-spot rateAvg exit velocityMax exit velocity Strikeout rate +1.7zIn-zone contact -1.6zGround-ball rate +1.5z
11 Peters, Tristan CWS · L · 290 PA 0.46 Bat speedOppo rateFly-ball rate Chase rate -1.8zPull rate +1.6zSwing length -1.4z
12 McCarthy, Jake COL · L · 331 PA 0.43 Max exit velocityPull rateOppo rate Sprint speed +1.6zChase rate -1.5zIsolated power +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.