This case study examines what we can discover about circular patterns of movement into and out of the UK for non-EU nationals in Home Office data. This research has shown that people’s travel patterns can be complex and further examination is needed to understand what these patterns mean. The findings from this case study provide important insights that will be key to the successful development of a population and migration statistics system based on administrative data sources.