Recommended study materials for UPSC preparation include standard textbooks, current affairs magazines, and newspapers such as The Hindu or Indian Express. Online platforms, coaching institutes, and preparation apps also provide valuable resources and guidance. Combining study materials from diverse sources ensures a comprehensive understanding of various subjects.