We convert raw likes, comments and views into comparable signals by using last-30-day averages and cadence context - ER% is calculated relative to follower counts, views are presented as min/avg/max from recent posts, and all figures are normalized so Instagram, YouTube and TikTok sit on the same apples-to-apples scale.