For a population of 14,180 residents, East Ardsley recorded 157 crimes in October 2023, translating to a crime rate of 11.1 per 1,000 people. This figure is 38.7% above the UK average of 8.0 per 1,000, reflecting a significant local challenge. The most prevalent crime type was violence and sexual offences, accounting for 35.7% of all reported incidents, followed by anti-social behaviour (18.5%) and public order offences (14.0%). These patterns align with the area's built-up nature within Leeds, where high population density and proximity to urban amenities may contribute to higher rates of interpersonal crime. The seasonal context of October—darker evenings, the transition from summer to autumn, and the approach of Halloween—likely plays a role in the persistence of violence and public order issues. While the UK average for violence and sexual offences is 2.7 per 1,000, East Ardsley's rate of 4.0 per 1,000 is 48% higher, indicating a marked deviation from national trends. Similarly, anti-social behaviour and public order offences are elevated, with the latter exceeding the UK average by 171%. These figures suggest that local factors, such as community dynamics or policing strategies, may be influencing the area's crime profile in ways that diverge from the national picture. The combination of these high rates with the seasonal context of October highlights the need for targeted interventions during periods of increased darkness and community events.