Sales Analysis | Audit and Experimentation Prompt

What this prompt helps you do

Audit an existing page, process, dataset, or asset, separate facts from assumptions, and turn the highest-priority issues into tests with baselines, metrics, and stop conditions.

Prompt text

Act as a ecommerce business analyst and audit the current [Page/Process/Data/Asset] related to the objective: explain sales movement through traffic, conversion, price, mix, inventory, and returns. Materials: [Order detail], [Traffic and conversion], [Price and discount], [Inventory], [Returns and channels]. Classify findings as Blocking, Major, Moderate, or Optimization, and quote the evidence that triggers each finding. Provide: (1) an issue list; (2) Sales bridge, Driver decomposition, Anomalous SKUs and channels, Opportunities and risks, Next analysis steps; (3) at least four improvements or experiments prioritized by impact versus effort; (4) for each experiment, the hypothesis, change, primary metric, guardrail metrics, observation period, and stopping rule; and (5) required human approvals before publishing or execution. Special requirement: Do not interpret simultaneous movement as causation. Flag promotions, stockouts, and definition changes.