Otley (Leeds) maintained a crime rate of 6.6 per 1,000 residents in November 2024, placing it 13.2% below the UK average of 7.6 per 1,000. This built-up area within Leeds, characterized by its historic town centre and retail presence, saw violence and sexual offences (27 cases) and shoplifting (21 cases) as the two most prevalent crime types. The data illustrates a seasonal pattern consistent with November’s calendar: the Black Friday shopping period likely contributed to the sharp rise in shoplifting, while the extended darkness of winter evenings may have influenced public order incidents. Shoplifting rates in Otley were 146% above the UK average, a figure that could be linked to the town’s high street retail density and the timing of major sales events. Conversely, violent crime in Otley (2.1 per 1,000) was 19% below the UK average, reflecting the area’s relatively low population density compared to larger urban centres. The month also saw a 76% increase in public order offences above the UK average, which may correlate with the increased foot traffic during seasonal events like Bonfire Night. These figures highlight the combination of local geography, economic activity, and seasonal rhythms in shaping crime trends.