This document presents the findings of a feasibility study on introducing self-checkout machines in supermarkets in Dubai. It finds there is demand among consumers for self-checkout due to the benefits of reduced waiting times, increased privacy and control. While retailers have concerns about costs and security, the study estimates self-checkout machines would pay for themselves within two years due to reduced labor costs. It recommends a phased introduction along with promotional discounts and awareness campaigns to encourage adoption.