February 2024 in Somercotes and Swanwick revealed a crime rate of 8.6 per 1,000 residents, placing the area 21.1% above the UK average of 7.1 per 1,000. This figure underscores a persistent challenge for the built-up area within Amber Valley, where violent crimes dominate the landscape, accounting for 38.7% of all reported incidents. Violence and sexual offences, at 53 cases, remain the most prevalent category, followed by anti-social behaviour (30 cases) and public order offences (16 cases). The seasonal context of February—a winter month marked by low outdoor activity and a pre-spring lull—may have influenced these trends, with reduced community engagement potentially contributing to increased incidents of disorder. While the area’s overall crime rate is higher than the UK average, specific categories like shoplifting and burglary show fluctuations. Shoplifting, for instance, decreased by 38.9% from January, reflecting seasonal patterns or targeted policing efforts. However, the sharp rise in anti-social behaviour, which is 81% above the UK average, suggests a more combination of local factors, including potential pressures on community resources during colder months. The data also highlights the area’s unique profile: while violent crime rates are elevated, property crimes such as burglary and vehicle theft are significantly lower than national averages, indicating a divergence in crime patterns that may be linked to the area’s built-up nature and limited rural isolation. These insights provide a nuanced picture of the area’s crime profile, necessitating tailored approaches to address the most pressing issues while building on areas of relative success.