For a population of 12,624 residents, 89 crimes were recorded in Otley (Leeds) during August 2023, equating to 7.1 crimes per 1,000 people. This rate is 12.3% below the UK average of 8.1 per 1,000, reflecting a consistently safer profile compared to national trends. The most common crime types were violence and sexual offences (32.6% of total), followed by shoplifting (20.2%) and public order offences (11.2%). These figures align with patterns typical of a built-up area within a major urban centre, where retail hubs and public spaces may drive certain crime categories. Seasonal factors in August—such as peak holiday activity and increased tourism—likely contribute to fluctuations in crime types. For example, shoplifting, which is 133% above the UK average (0.6 per 1,000), may be influenced by foot traffic in local stores. Conversely, anti-social behaviour, at 51% below the UK average, suggests community policing or environmental factors may be dampening such incidents. The balance between property and violent crimes also shifts seasonally, with public order and violence dominating this month, linked to summer evenings and outdoor events. These patterns underscore the need to contextualise crime data within local rhythms and infrastructure, rather than viewing it as isolated numbers.