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ECOMMERCE-OPERATIONS5 MIN READ

Build a return-reason Pareto that leads to action

Create a Pareto analysis that identifies the first operational return-reduction action.

A 30-day returns export has 47 raw reason codes, 2,840 returns, and no agreement on what to fix first. Pareto: rank fixable categories by count or cost, then focus on the significant few. The common trap is to use raw reason codes exactly as exported. That preserves channel noise and prevents operational ownership. Normalize categories Group raw labels like too small, fit issue, waist tight, and size exchange into inaccurate size or fit guidance. A Pareto category should describe a fixable mechanism, not the wording a customer or agent happened to choose. Choose measures Calculate count, refund value, reverse freight,…

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