In East Ardsley, a built-up area within Leeds, the crime rate for September 2025 stood at 7.1 per 1,000 residents, placing it 4.1% below the UK average of 7.4 per 1,000. This translates to a risk of approximately one reported crime for every 142 residents over the course of the month. The most significant crime type was violence and sexual offences, accounting for 46 incidents (46.0% of total crimes), followed by public order offences (13 cases) and anti-social behaviour (10 cases). These figures reflect a seasonal pattern typical of September, a time when back-to-school activities and university freshers' week may contribute to increased social interactions and associated tensions. While violent crime rates remain slightly above the UK average for this category (2.6 per 1,000), property crimes were relatively low, with shoplifting (10 cases) and burglary (8 cases) comprising just 18% of the total. The lower-than-average rates for anti-social behaviour (40% below UK levels) and vehicle crime (50% below) suggest that community-focused initiatives or local infrastructure may be mitigating certain types of disorder. The data also highlights a notable rise in shoplifting, which may be linked to retail activity during the early autumn shopping period, though this remains a hypothesis requiring further contextual analysis.