Analysis / Ecommerce and retail
Measure time from returns to customer refunds
Measure return request and receipt to refund timing, show open refunds and policy clock assumptions, and distinguish issuance from customer settlement.
Ecommerce operator · Retail analyst
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Your starting prompt.
Join [return records] to [refund records] to measure time from request and physical receipt to issued refund for [period]. Show median and upper percentile timing, open unresolved refunds and unmatched amounts by [return type]. Compare with [documented policy] using its clock rules. Produce an internal exception review; do not issue refunds or describe recorded issue timestamps as proof of when funds reached the customer.
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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
A recorded refund issue date differs from settlement into the customer account.
This starting prompt has no published worked example yet. Begin with a small sample and check the calculations before relying on the result.
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.
Take the next step
Make it your investigation.
Copy the prompt above, create or open your Workspace, and paste it into Chat. Add the inputs you have permission to use and adapt the assumptions with your agent.
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