Board compositions can profoundly affect UPSC interview evaluations. Different panel members bring varied experiences and biases, potentially influencing the assessment criteria. Interviewers from diverse backgrounds may prioritize specific qualities such as leadership, knowledge, or interpersonal skills. Understanding the dynamics of the board can help candidates tailor their approach during the interview. Familiarity with the composition allows aspirants to anticipate questions and showcase their competencies relevant to the members' expertise.