Eric Weisbard in
Spin Alternative Record Guide said the "febrile vibes and springy guitar on 'Gone Daddy Gone' — make the record an early document in the coalescing of a new wave of generational angst in the 1980s". Dan Hintz of the Krishmatics said, "The song is a real gem due to the sociopath vocal delivery, the skittering and shuffling drums, the brilliant melody line on the xylophone, the buzzing guitar and bass interplay, the love-is-false lyrics."
Shaughnessy Bishop-Stall wrote about the song in his book
Ghosted (2010). ==Track listing==