We have a product with clear seasonal peaks. One month (January) had a high return rate (8.7%), above the category average. The other months are fine. Now the product got hit with the "Frequently returned item" badge, and conversion has tanked.

From what I understand, Amazon looks at return data on a 3‑month rolling basis. January's data was finalized at the end of March. February's data finalized end of April (2.73%, below average). March's will finalize end of May (1.62%, below average). April's will finalize end of June.

Questions:

  1. Will the badge disappear after February's data finalizes (since that brings the 3‑month average down)? Or does it only go away once the high‑return month (January) completely falls out of the 3‑month window – meaning we have to wait until June?

  2. Has anyone dealt with a similar situation? How long did it take for the badge to disappear after your return rate improved?

Thanks in advance.