CUSTOMIZED ITEM SELF-RETURNS SYSTEM

Examples provide customized authorization of item self-returns. A customized returns manager component calculates a customized return-trust score and a per-item return value based on analysis of item data and transaction history data. If a per-user return-trust score is within an unacceptable threshold range or an item value is within an unacceptable threshold value range, a second user is assigned to assist a first user with completion of the proposed return of the selected item. If the per-user return-trust score and the item value is within an acceptable threshold range, a return authorization component authorizes unassisted self-return of the selected item. An item disposition component determines in real-time whether to permit the first user to keep the selected item or instruct the first user to return the selected item to a designated item return area prior to completion of the item return based on a set of item disposition criteria.