We convert raw likes, comments, shares and view counts into platform-neutral metrics by averaging the last 30 days, then scaling for follower size and posting cadence. ER% uses likes+comments vs followers with cadence context; views use min/avg/max from recent distributions so Instagram, TikTok and YouTube compare fairly.