The interview stage, also known as the Personality Test, is crucial in the UPSC selection process as it assesses candidates' personality traits, communication skills, and decision-making abilities. This stage allows candidates to demonstrate their critical thinking and interpersonal skills, which are essential for effective civil service roles.