Wardrobing vs bracketing: why the distinction matters

Wardrobing is wearing and returning. Bracketing is buying multiple sizes to keep one. They look identical in return counts but need opposite responses: wardrobing needs enforcement, bracketing often needs better fit content.

Same numbers, different intent. A bracketed order comes back within days, unworn, tags on, usually one size kept. A wardrobed item comes back worn, late, sometimes missing packaging or tags. If your scoring treats every return the same, you will harass fit-uncertain shoppers while actual abusers sail through.

Enforcement aimed at the wrong behavior backfires. Cracking down on bracketing pushes away shoppers who just could not tell which size to buy, and many of them would have kept something with better guidance. Ignoring wardrobing trains abusers that the policy is decorative. The response has to match the behavior, which means the scoring has to tell them apart first.

Score the pattern, not the event. One return means nothing on its own. Repeated timing, item condition, and category concentration across months separate the two behaviors reliably. Build the score from the customer timeline and let individual returns inherit their meaning from the pattern around them.

The hardest cases mix both behaviors: a customer who brackets sizes and wears the kept item before deciding. Scoring handles this by weighing condition evidence heaviest. A worn item with tags removed is wardrobing regardless of how many sizes were ordered. An unworn multi-size order is bracketing even if the return took three weeks. When the signals conflict, condition wins, because intent leaves physical evidence that order patterns do not. Get this distinction right and both problems get smaller at the same time.