The recommended preparation time for candidates preparing for the UPSC exam is generally between 12 to 24 months. This duration allows aspirants to cover the extensive syllabus, develop test-taking strategies, and gain proficiency in various subjects. A well-structured study plan, consistent practice, and periodic revisions are essential to effectively manage the preparation timeline.