We convert platform signals into comparable metrics by using a rolling 30-day window, then normalize engagement as ER% (likes+comments vs followers adjusted for cadence), normalize view counts into min/avg/max bands from recent posts, and standardize posting cadence. The result: fair apples-to-apples rows across Instagram, TikTok, YouTube.