"Fascinating Rhythm" is known for its intricate, syncopated rhythms, which were innovative at the time and gave the song its unique, "fascinating" quality. The lyrics reflect a sense of restlessness and energy, mirroring the rhythm itself. This syncopation became a defining feature of many Gershwin songs, blending elements of jazz and classical music.