We convert raw metrics into comparable scores by using the last-30-day window as the baseline, then normalizing engagement rate, view counts and posting cadence into platform-adjusted bands - ER% as L30D averages (likes+comments/followers) with cadence context, min/avg/max views from recent post distributions, and posts/month scaled so Instagram, YouTube and TikTok line up fairly.