Labsv.2.0 Scout Grade

Player Similarity.

Compare players by role-specific statistical DNA, using percentiles scoped to role + season.

Curated Dataset
Role+Season Percentiles
Cosine Similarity
Role-aware Metrics

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.