We convert likes, comments and views into comparable signals. ER% is computed on the last-30-day window and adjusted for posting cadence. Views and engagement are normalized into min/avg/max bands. That standardization yields apples-to-apples ER, view and cadence metrics across Instagram, TikTok, YouTube.