We convert each platform’s raw likes, comments, views and post timestamps into a common frame: 30-day averages for ER% (likes+comments relative to followers), min/avg/max view bands from recent posts, and posts-per-month cadence. That normalization lets ER, views and cadence compare fairly across Instagram, TikTok and YouTube.