A system, method and non-transitory, computer-readable storage medium are disclosed for point-of-sale (POS) fraud detection using, POS transaction data, video data and statistical evaluations of employee behavior. In an embodiment, the POS transaction data, video data and statistical evaluations are used to examine patterns of individual employees of an organization versus metrics across all employees of the organization to identify employees that are most likely to perform a fraudulent transaction.