Outcome corrections need cache and population consistency
When correcting dashboard outcome rules, apply the same rule to aggregate counts, drill-down membership, and cache compatibility. Otherwise a mathematically correct new classifier can still display old totals or show detail rows that no longer belong to its parent category. This …