Business Retail
A Better Return-Reason Taxonomy for Fashion E-Commerce
Capture one customer-safe primary reason, preserve evidence, separate item disposition, and measure against the right denominator before changing product or policy.
Capture one customer-safe primary reason, preserve evidence, separate item disposition, and measure against the right denominator before changing product or policy.
Retention is not a single dashboard percentage. It is a cohort, identity, product, service, returns, consent, and evidence problem that fashion teams can make operational.
A useful loyalty program is a product with explicit earning, redemption, returns, privacy, contact, accessibility, accounting, and exit rules—not a discount wrapped around a customer database.
Human styling services and AI-assisted discovery are making individualized wardrobes more visible, but service availability alone does not prove a consumer shift or a better outcome.