Horbury’s overall crime rate in November 2023 stood at 6.9 per 1,000 residents, placing it 8.0% below the UK average of 7.5. This position reflects a combination of local factors and seasonal trends, with the area’s crime profile shaped by its built-up character within Wakefield. The most prevalent crime type was violence and sexual offences, which accounted for 54.7% of all reported incidents—significantly higher than the UK average of 2.6 per 1,000. This may be partly explained by the area’s proximity to larger urban centres and the influence of seasonal events such as Bonfire Night, which can heighten social tensions. Vehicle crime, at 0.8 per 1,000, was 60% above the UK average, a figure that could be linked to the area’s road networks and commuter traffic patterns. Meanwhile, anti-social behaviour and other theft-related crimes were lower than national benchmarks, suggesting that community policing efforts or local initiatives may have had a dampening effect. The month’s context—marked by the transition from autumn to winter, with shorter daylight hours and the commercial focus of Black Friday—likely influenced both the types and frequency of reported crimes. While violence and sexual offences dominated, the relatively low rates of property crime and anti-social behaviour indicate that Horbury’s crime profile is distinct from more densely populated or economically disadvantaged areas. These findings highlight the importance of tailoring crime prevention strategies to the specific needs of built-up areas within larger urban regions, where localized factors can have a significant impact on public safety.