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. Arraez, Luis in signal, the comp in amber.
SF · bats L · 408 PA
Ranked comps for Arraez, Luis
| # | Player | Similarity | Agrees on | Differs on | Open |
|---|---|---|---|---|---|
| 01 | Wilson, Jacob ATH · R · 251 PA | 0.51 | xwOBA on contactBat speedOppo rate | Ground-ball rate +1.7zFly-ball rate -1.7zSweet-spot rate -1.5z | Player Projection Swing lab |
| 02 | McKinstry, Zach DET · L · 267 PA | 0.38 | In-zone contactxwOBA on contactHard-hit rate | Swing length +2.0zStrikeout rate +2.0zBat speed +1.7z | Player Projection Swing lab |
| 03 | Edwards, Xavier MIA · L · 421 PA | 0.38 | Avg exit velocityIsolated powerOppo rate | Walk rate +1.9zChase rate -1.5zMax exit velocity +1.5z | Player Projection Swing lab |
| 04 | Kwan, Steven CLE · L · 377 PA | 0.37 | Whiff rateSweet-spot rateGround-ball rate | Walk rate +2.6zChase rate -1.7zAvg exit velocity -1.6z | Player Projection Swing lab |
| 05 | Hoerner, Nico CHC · R · 438 PA | 0.37 | Avg exit velocityxwOBA on contactGround-ball rate | Swing length +3.5zBat speed +1.8zSprint speed +1.2z | Player Projection Swing lab |
| 06 | McNeil, Jeff ATH · L · 307 PA | 0.34 | Avg exit velocityBarrel ratexwOBA on contact | Swing length +3.1zBat speed +1.6zFly-ball rate -1.3z | Player Projection Swing lab |
| 07 | Keaschall, Luke MIN · R · 375 PA | 0.34 | xwOBA on contactSweet-spot ratePull rate | Swing length +2.2zBat speed +1.8zStrikeout rate +1.7z | Player Projection Swing lab |
| 08 | Lukes, Nathan TOR · L · 236 PA | 0.32 | Sprint speedBarrel rateWalk rate | Sweet-spot rate -2.4zIn-zone contact -1.7zStrikeout rate +1.7z | Player Projection Swing lab |
| 09 | Vázquez, Christian HOU · R · 202 PA | 0.31 | Hard-hit rateIsolated powerBarrel rate | Sprint speed -2.6zStrikeout rate +2.2zSwing length +1.9z | Player Projection Swing lab |
| 10 | Freeman, Tyler COL · R · 255 PA | 0.28 | In-zone contactPull rateBarrel rate | Swing length +2.2zMax exit velocity +2.0zGround-ball rate +1.7z | Player Projection Swing lab |
| 11 | Rumfield, TJ COL · L · 408 PA | 0.24 | Fly-ball rateChase rateGround-ball rate | Max exit velocity +1.9zOppo rate -1.9zPull rate +1.8z | Player Projection Swing lab |
| 12 | Smith, Dominic ATL · L · 248 PA | 0.24 | Ground-ball rateChase rateIsolated power | Swing length +2.5zOppo rate -2.0zWhiff rate +1.8z | 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.