The most commonly recommended resources for UPSC exam preparation include the NCERT textbooks, standard reference books by noted authors, and current affairs magazines like Pratiyogita Darpan. Additionally, online platforms offering video lectures and mock tests are popular, as they provide flexible learning. Regular newspaper reading, especially The Hindu or Indian Express, is essential for staying updated with current affairs, while UPSC-specific coaching can guide aspirants through the nuances of preparation.