We convert each platform’s raw likes, comments and view counts into comparable signals by using 30-day averages and cadence context - ER% is calculated as (likes+comments)/followers over L30D, views are normalized into min/avg/max bands from recent-post distributions, then scaled so Instagram, YouTube and TikTok align.