UPSC ensures fairness and transparency through a rigorous evaluation system with stringent norms and processes. This includes the standardization of question papers, selection criteria for examiners, and the use of technology in grading to minimize human error. The examination process is overseen by impartial boards, ensuring adherence to ethics and guidelines. Additionally, provisions for transparency are established by allowing candidates to access their evaluated answer sheets and providing avenues for appeals against irregularities.