First-generation graduate candidates in UPSC face unique challenges, including a lack of familial guidance and mentorship in navigating the preparation process. Limited access to resources and study materials also poses significant obstacles. These candidates may encounter difficulties in balancing work and study, impacting their ability to dedicate ample time to preparation. Additionally, they might feel an increased pressure to succeed in a competitive landscape that is foreign to their families. Recognizing these challenges can help candidates develop coping strategies and seek relevant support networks.