We convert raw likes, comments, and view counts into comparable metrics by using the last-30-day window, adjusting for follower size and posting cadence, and producing ER% and min/avg/max views normalized per platform. The result: apples-to-apples ER, view bands and cadence so you can fairly compare creators.