Misconception · MIS:outlier-must-be-deleted

Mistaken idea “An outlier must be deleted”

Mistaken reasoning: This mistake treats a statistical flag as proof that a record is erroneous or irrelevant.

Updated Aug 21, 2026 Review due Nov 7, 2026

Why this is mistaken

A fence flags an observation for investigation. Verify the source and population rule, then document correction, retention, separate modeling, or justified exclusion. Do not let the preferred result choose the treatment.

Where to watch

When this mistake may appear

  • A value lies beyond a quartile fence.
  • Removing one observation makes a result cleaner or more favorable.
Check your work

Your work may contain this mistake if:

  • Deletes 78 days without source evidence.
  • Keeps a verified duplicate merely because all data should remain.