For an area with a population of 10,097, 77 crimes reported in February 2024 translates to 7.6 crimes per 1,000 residents — 7.0% above the UK average of 7.1 per 1,000. This built-up area within Leeds, characterised by a mix of residential and commercial zones, saw violence and sexual offences dominate the crime profile at 23 incidents (29.9% of total), followed by burglary (14 incidents, 18.2%) and anti-social behaviour (13 incidents, 16.9%). The seasonal context of February — a winter month with reduced outdoor activity and a pre-spring lull — may partly explain the distribution of crimes, with property-related offences typically declining during colder periods. However, the sharp rise in violent crime compared to the UK average suggests local factors could be influencing patterns, such as the area's proximity to transport hubs or community dynamics. While shoplifting rates in Kippax were 44% below the UK average, burglary rates were 367% above, highlighting a stark contrast in property crime trends. This divergence may reflect the presence of older housing stock in need of security upgrades or targeted criminal activity in specific neighbourhoods. The overall crime rate, though modest by UK standards, underscores the need for targeted interventions in areas with persistent vulnerabilities.