The UPSC ensures fairness and transparency in the examination process through various measures, such as strict adherence to established guidelines and protocols. It employs objective evaluation methods, including standardized testing and confidential assessment procedures. The commission also regularly reviews the examination system to address any potential biases and maintains an independent oversight mechanism. Additionally, the publication of results and detailed notification of exam-related processes further promotes accountability and transparency, instilling confidence in the recruitment system.