For a population of 14,180 residents, East Ardsley recorded 102 crimes in October 2024, equating to a crime rate of 7.2 per 1,000 people. This figure places the area 11.1% below the UK average of 8.1 per 1,000, reflecting a consistent performance relative to national trends. The most significant crime category was violence and sexual offences, which accounted for 44.1% of all incidents. This was followed by anti-social behaviour (14.7%) and criminal damage and arson (9.8%). The seasonal context of October—marked by darker evenings, the transition to British Summer Time, and the Halloween period—may have influenced patterns, particularly in property-related crimes. The low rate of shoplifting (0.4 per 1,000, 44% below the UK average) could indicate effective retail security measures or lower foot traffic in certain areas. However, the sharp rise in vehicle crime and criminal damage suggests that targeted interventions may be needed in high-risk locations, such as car parks or community spaces. The area's built-up nature within Leeds likely contributes to its crime profile, with a mix of residential, commercial, and public spaces creating opportunities for both violent and property offences. While the overall rate remains below the UK average, the month-on-month increase in specific categories warrants further scrutiny, particularly in light of October's unique seasonal dynamics.