We convert raw likes, comments and view counts into platform-comparable metrics by using last-30-day averages and normalized ER%, views and posting cadence. That means ER% is followers-normalized, min/avg/max view bands come from recent-post distributions, and cadence context adjusts fairness across Instagram, YouTube and TikTok.