The importance of analysis over rote memorization in UPSC prep lies in fostering a deeper understanding of subjects, encouraging candidates to form informed opinions and engage critically with the material. While memorization can help in recalling facts, the ability to analyze and synthesize information is vital for effectively tackling questions during the examination. This skill supports aspirants in applying knowledge to real-world situations they may face as future civil servants.