For every 100 residents in Gloucester, there were over one reported crime in January 2024, translating to a local crime rate of 11.3 per 1,000 people. This figure is 52.7% higher than the UK average of 7.4 per 1,000, highlighting a stark contrast in local risk levels compared to the national picture. The most common crimes were violence and sexual offences, accounting for nearly 40% of all incidents, followed by anti-social behaviour (15.2%) and shoplifting (10.2%). These patterns align with seasonal factors typical of January, a post-holiday period marked by shorter daylight hours and reduced retail footfall, which may partly explain the lower prevalence of outdoor crimes. The high proportion of violent offences—4.5 per 1,000, 73% above the UK average—suggests a need for targeted interventions in areas where such crimes are concentrated. Meanwhile, shoplifting rates, at 1.2 per 1,000 (111% above the UK average), indicate persistent challenges in retail environments, possibly linked to Gloucester’s mix of urban and commercial spaces. The seasonal context of January, with fewer tourists and a quieter economy, contrasts with the elevated levels of violent and anti-social crimes, raising questions about underlying social dynamics that may require further exploration.