Curated data
A structured dataset is used to test the full player-comparison pipeline with consistency and traceability in mind.
The Performance Lab turns football data into useful questions. Start by finding players who perform the same role in a similar way.
Start the experiment
Search for a player, then compare their role-specific statistical profile against the right peers.
Input
Peer scope
Role + season
Minimum sample
500 mins
Engine
Cosine score
The console is ready
The tool compares players inside the right role and season context, rather than chasing surface-level statistics.
Try: Leão · Pulisic · Scamacca · Koopmeiners
This is a starting point, not a final verdict. The value is in the question that follows the comparison.
A structured dataset is used to test the full player-comparison pipeline with consistency and traceability in mind.
Statistics become percentiles within a player's role and season, avoiding comparisons that flatten football into one position.
The engine compares those role-based profiles using cosine similarity, then ranks the closest matches.

Bring a football question, a data idea or a collaboration worth exploring. We can build something more useful together.
Bring it to the table