Displayr / Q

Data cleaning workflow

A practical sequence for cleaning and checking survey data before analysis.

  • Cleaning
  • Quality

Cleaning sequence

  • Check sample size and missingness
  • Validate key screeners and quotas
  • Review open-ended and numeric outliers
  • Confirm multi-punch and derived variable logic
  • Document every recode that affects reporting

Related topics

Jump to connected concepts, techniques, or implementation notes.