Select Target
Search for a player...
Initialize Engine
Pick a player to generate a role-scoped “statistical DNA” profile.
Try: Leão · Pulisic · Scamacca · Koopmeiners
Methodology
Players Data
Curated dataset from various source (FBRef, Transfermarkt, Understat) to validate the pipeline completeness, accuracy and precision end-to-end.
Role Percentiles
Each stat is converted into a role+season percentile to prevent cross-role nonsense.
Similarity Scoring
Percentile vectors are compared using cosine similarity and ranked.