Headline season numbers with cohort percentiles.
A defender with a balanced defensive profile. Distribution and progressive play are below average for the position.
A defender with limited standout metrics — context and system fit are critical.
Percentile radar vs position cohort.
vs. Defenders across domestic leagues, 2022/23
AI scouting read on this season.
A defender with a balanced defensive profile. Distribution and progressive play are below average for the position.
A defender with limited standout metrics — context and system fit are critical.
How the profile maps to archetypes.
Position-aware totals with per-90 toggle.
Percentile outliers for this position.
Average position and league context.
Shot tracking and lineup grid unavailable for Scottish Championship — methodology.
Model-driven scouting notes for this season.
