Make the information consistent.
Review garment measurements, size naming, fabric, fit language and imagery across the selected range. A customer comparing two brands may need different information from someone repeating a familiar style. Use return reasons and customer questions to prioritise what deserves attention.
Test confidence, not friction.
A useful intervention helps a shopper choose an appropriate product. It should not make a return harder to complete. Look for changes in kept-order value, support questions and fit-related returns alongside purchase conversion.
Follow a matured cohort.
Wait for the relevant return window before comparing dispatch cohorts. More returned units can coexist with a lower return rate if dispatch volume has grown. Keep item counts, order counts and money values separate.
Feed the learning back.
Share findings with merchandising, product information and customer support teams. A listing change can be tested quickly, while product and sourcing decisions may need a longer cycle. Assign an owner and a learning period to each recommendation.
Bring a real question.
Be ready to challenge the plan.
Put the customer need, the evidence and the commercial outcome on the table. A recommendation should be able to defend its place.
Put your brief forwardAn original strategic framework. No completed client study or measured brand result is claimed.