Proximity to urban centers influences UPSC preparation by affecting access to essential resources such as coaching institutes, libraries, and study groups. Urban candidates often benefit from a competitive environment and more networking opportunities with peers and mentors. Conversely, aspirants in rural or remote areas may face challenges like limited access to quality education and inadequate exposure to current affairs. This geographical disparity can lead to a noticeable difference in preparation quality and exam readiness. As a result, urban candidates may have an advantage in terms of resource availability and access to vital learning opportunities.