# Bracketing is a margin problem, not a logistics problem | ReturnWarden

Source: https://returnwarden.com/blog/bracketing-margin.html

Bracketing starts innocently. A shopper is between sizes, orders two or three, keeps one, and returns the rest. Fit uncertainty in apparel makes this rational for the customer and expensive for the brand.

Most teams treat bracketing as a shipping and restocking cost. It is actually a margin problem. Every bracketed order ties up inventory that cannot be sold while it sits in a hallway, delays resale, and quietly inflates your return rate.

The customers who bracket once in a while are not the issue. The issue is the segment that brackets every order, in every category, all year. That behavior is knowable from your own order data, and it is concentrated in a small group.

Scoring return requests by customer history lets you treat these groups differently: free and easy returns for honest shoppers, and warnings or paid return shipping for habitual bracketeers. Same policy on paper, very different economics.

### Keep reading

[Wardrobing: the return fraud hiding in plain sight](what-is-wardrobing.md)

[Why every return needs a decision: approve, warn, or deny](approve-warn-deny.md)

[Returns fraud glossary](https://returnwarden.com/glossary.md) · [ReturnWarden vs Loop](https://returnwarden.com/alternatives/loop.md) · [ReturnWarden vs Happy Returns](https://returnwarden.com/alternatives/happy-returns.md)

[Get a free returns fraud scan](mailto:hello@returnwarden.com?subject=Free%20returns%20fraud%20scan)

## Frequently asked questions

### Why is bracketing a margin problem?

Every bracketed order ships multiple items, absorbs return shipping, inspection, and restocking labor, and ties up inventory, while producing one kept sale. The cost sits in margin, not in the warehouse line most teams watch, so it grows unnoticed until return rates are broken down by order shape.

### How much does bracketing cost a retailer?

It varies by category, but the pattern is consistent: shipping both ways plus handling on the returned units can consume a large share of the kept item's margin. Apparel brands with high bracketing rates often find it is one of their largest controllable costs.

### What reduces bracketing without hurting sales?

Accurate sizing tools, honest fit descriptions, model measurements, and reviews that mention fit. Retailers cannot eliminate fit uncertainty online, but shrinking it shrinks bracketing, because most customers bracket reluctantly, not for fun.