Coaching context varies across geographical regions for UPSC, impacting the quality and availability of resources. In urban areas, coaching centers are often more prevalent, offering structured programs and experienced faculty. In contrast, rural regions may have limited options, leading candidates to rely on self-study and online resources. This disparity can affect the effectiveness of preparation, as urban aspirants often benefit from competitive peer environments. Embracing technology can help bridge this gap, enabling access to online courses and study materials for candidates in remote areas.