Common sources or materials suggested for UPSC preparation include NCERT books, standard reference books for each subject, and online resources like newspapers and magazines focusing on current affairs. Coaching institute materials can also be beneficial, alongside previous years' question papers for practice. Aspirants are encouraged to use government reports and annual reports from reputable sources to complement their preparation and stay informed about essential topics.