Analysis / Ecommerce and retail
Read out a merchandising experiment
Check merchandising test assignment and exposure, calculate outcome differences with uncertainty, and separate unsettled returns from causal evidence.
Ecommerce operator · Retail analyst
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Your starting prompt.
Analyze [merchandising experiment] using [verified assignment logs] and [order outcomes]. Check exposure coverage and assignment balance, then calculate [prespecified conversion or contribution metric] differences with uncertainty for the agreed population and window. Report incomplete order settlement and returns separately. Produce a decision brief and study limitations; avoid causal claims if random assignment, stable linking or outcome coverage cannot be verified.
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Method and review
Keep the assumptions visible.
Reconcile orders, refunds, costs and fulfillment at a consistent grain. Use supplied exports when a native Connection is unavailable, and distinguish revenue from contribution.
For this task, check
Unsettled returns and repeated exposure across variants can distort experimental order economics.
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Before you begin
- Bring exports you are allowed to upload, or data your Workspace can already query.
- Choose the reporting period and agree what each record represents.
Work with permitted files or queryable data. Verify the result against the original records.
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Make it your investigation.
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