Urban aspirants face unique challenges compared to their rural counterparts, including increased competition and higher living costs. Access to study materials and coaching institutions is often greater in urban areas, which can create disparities in preparation quality. However, urban candidates may experience distractions from city life and face demanding work schedules. In contrast, rural aspirants may have less access to resources but often display resilience and adaptability born from navigating limited opportunities. Thus, both groups must develop tailored strategies to overcome the specific challenges they encounter during their UPSC preparation.