We convert raw likes, comments and view counts into standardized L30D metrics - ER% and min/avg/max views - by weighting recent posts, adjusting for posting cadence, and then scaling across Instagram, TikTok and YouTube so comparisons reflect similar time windows and audience exposure rather than platform-specific norms.