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Tactical actions, technique coaching points and the four moments come from the U.S. Soccer Player Development Framework and US Youth Soccer Technical Skills Manual; expectation levels, weights and role-weights are SCAN scaffolding, not official grades. Scores are AI-generated from sampled video frames — guidance to confirm on film, not a substitute for a coach's live evaluation. Tactical overall = weighted mean of observed 0–5 action scores (÷5×100). Technical overall = role-weighted mean of observed 0–2 criteria (÷2×100). Physical = (observer÷5)×KPI weight, weights sum to 100.