Somercotes and Swanwick, a built-up area within Amber Valley, reported 132 crimes in September 2023, translating to a crime rate of 8.2 per 1,000 residents. This figure places the area 2.5% above the UK average of 8.0 per 1,000, reflecting a slight but notable deviation from national trends. The most prevalent crime category was violence and sexual offences, accounting for 29.6% of all incidents, followed by anti-social behaviour (24.2%) and public order offences (15.2%). These patterns align with the area’s characteristics as a small, densely populated community where social interactions and public spaces play a significant role in shaping crime dynamics. The seasonal context of September—marked by the return of students to local schools and the transition into shorter evenings—likely contributes to the observed trends. For instance, the sharp increase in anti-social behaviour may be linked to the social activities of younger residents during the early autumn months, while the rise in public order offences could reflect heightened pedestrian and vehicular activity in shared spaces. Conversely, the relatively low rate of shoplifting (5.3% of total crimes) compared to the UK average (0.6 per 1,000) suggests that local retail environments may have effective security measures or fewer high-traffic areas prone to theft. This data underscores the importance of contextualising crime statistics within the specific socio-economic and geographic profile of the area. While the overall crime rate is modest, the fluctuations in specific categories highlight the need for targeted interventions and community engagement to address emerging risks without overgeneralising from the data.