Data Cleaning Exercises

Pro exercise

Share only the columns needed

An analytics partner needs city-level spend, not personal details. Deliver only the agreed columns — no names, emails or phones, not even in the exception report — with spend validated and city normalized.

  • data minimization
  • handoff
  • validation

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