How do you translate stakeholder questions into an analysis plan?

Clarify the decision first. Ask: - What action will you take based on the result? - What time window and segment matter? - What constraints or definitions apply? Then define hypotheses, metrics, required data, and deliverables. This prevents “analysis for analysis’ sake.”