However, normality comes at the price of missed detections at the detail level. So, the choice of aggregation levels has to be made on a case-by-case basis taking into account the inherent characteristics and risk level of the underlying transactional data. These challenges introduced by the aggregation become more evident in a continuous audit of Big Data, and they present topics for
much future research.