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Exploratory Data Analysis

Asking the Right Questions

7 min+65 XPStep 1/10

Questions a dataset can answer

'Why are sales down?' is a business question, not a data question. The analyst's first job is translating between them.

A good data question is specific, measurable, and answerable:

  • 'Why are sales down?' → 'Which regions and product lines drove the decline — and did order count or order size drop?'
  • 'Is the marketing working?' → 'How does 90-day retention differ between customers acquired by channel?'
  • 'Who will churn?' → 'Which behaviors in the past 30 days separate churners from stayers?'

Each rewrite names the columns, the comparison, and the cut. That's what makes it computable.

insight

The most common analysis failure isn't a wrong answer — it's a precise answer to a question nobody asked.