High Hopes includes Bb, F, Dm and C chords. it is described as a piece of ''baroque'' pop with its brass opening and trumpet obligato.
There are some challenges tin playing the song especially for drummer/percussionists.
The song was relapsed by Panic! and the Disco in 2018.