Bono has praised R.E.M. as one of the defining bands of the 1980s whose influence fundamentally shaped alternative rock. The U2 frontman was particularly transfixed by singer Michael Stipe's distinctive vocal style and lyrically complex approach, which he credits with changing perceptions of America and keeping rock music artistically vital during an era of commercial excess.

R.E.M. achieved their prominence by maintaining artistic integrity and remaining relatable to audiences despite becoming one of the world's biggest bands. Stipe's ambiguous, poetic lyrics—exemplified in songs like "Losing My Religion"—expanded what rock music could be whilst avoiding commercial compromise, consistently reinventing their sound across albums without sacrificing their artistic vision. Bono notes that their music resonated so powerfully it made the world want to discover Athens, Georgia, and that Stipe's voice and songwriting transformed how listeners understood America.