Find patterns in the return records you already have.

Fictional worked example. These are illustrative inputs, not customer results.

Starting point

Fictional example — not a customer result: A fictional accessories shop supplies 640 anonymized return records from one quarter.

Illustrative delivery

Illustrative output: The report groups stated reasons, shows category counts by product and separates unclear notes; it does not claim a product caused returns without evidence.

What you receive

• Excel categorized analysis
• six charts
• concise PDF findings with source counts and uncertainty notes

What we check

Reconcile all record counts; preserve unknown category; verify chart totals and denominators; distinguish observed association from cause; omit personal details.

Your completed package uses your approved source material and agreed assumptions. This example is not a guarantee of business results.