Normalize
Scale six profile signals so age or minutes cannot dominate through units alone.
Choose a Premier League player, set your recruitment constraints, and surface the closest statistical alternatives—with the reasoning exposed.
Similarity describes statistical profile—not quality, potential, tactical fit, or availability. Always pair model output with human scouting.
Scale six profile signals so age or minutes cannot dominate through units alone.
Compare within the same broad position, then apply your age, budget, and club filters.
Return the nearest standardized profiles and reveal their three strongest shared signals.