To improve inclusivity in UPSC exam preparation, initiatives could include affordable or free online resources, coaching programs, and study materialsaccessible to underprivileged groups. Workshops and seminars focusing on marginalized communities’ specific challenges can foster equitable opportunities. Diverse representation in educational content can also help aspirants from varied backgrounds relate to topics. Collaboration with NGOs to provide mentorship and scholarships can further enhance accessibility, ultimately creating a more level playing field for all aspiring civil servants.