Field Music's single "Them That Do Nothing" is characterised by its intricate arrangements and art rock influences, featuring a blend of melodic pop and complex rhythms. The song is part of their album "Field Music (Measure)" and showcases the band's signature style of combining traditional rock elements with experimental sounds.