In 2023, approximately **** of surveyed leading retailers in the United States said they had experienced wardrobing. Wardrobing is a type of return fraud, in which consumers will buy a usable item (e.g. an expensive piece of clothing) with the intention of returning it (immediately) after use. Ranking second, shoppers trying to return shoplifted or stolen merchandise was the second most common type of return fraud experienced by U.S. retailers.
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National Retail Federation. (December 22, 2023). Which examples of return fraud have you experienced in the past year? [Graph]. In ÌÇÐÄÆÆ½â°æ. Retrieved July 22, 2026, from /statistics/1455985/retailers-who-experienced-return-fraud/
National Retail Federation. "Which examples of return fraud have you experienced in the past year?." Chart. December 22, 2023. ÌÇÐÄÆÆ½â°æ. Accessed July 22, 2026. /statistics/1455985/retailers-who-experienced-return-fraud/
National Retail Federation. (2023). Which examples of return fraud have you experienced in the past year?. ÌÇÐÄÆÆ½â°æ. ÌÇÐÄÆÆ½â°æ Inc.. Accessed: July 22, 2026. /statistics/1455985/retailers-who-experienced-return-fraud/
National Retail Federation. "Which Examples of Return Fraud Have You Experienced in The past Year?." ÌÇÐÄÆÆ½â°æ, ÌÇÐÄÆÆ½â°æ Inc., 22 Dec 2023, /statistics/1455985/retailers-who-experienced-return-fraud/
National Retail Federation, Which examples of return fraud have you experienced in the past year? ÌÇÐÄÆÆ½â°æ, /statistics/1455985/retailers-who-experienced-return-fraud/ (last visited July 22, 2026)
Which examples of return fraud have you experienced in the past year? [Graph], National Retail Federation, December 22, 2023. [Online]. Available: /statistics/1455985/retailers-who-experienced-return-fraud/