Missing...Presumed Having a Good Time is the only album by the Notting Hillbillies, released on 6 March 1990 by Vertigo Records internationally, and by Warner Bros. Records in North America.
In his review for AllMusic, Tom Demalon called the album "a low-key, joyous run-through of mostly traditional, blues-based songs with a handful of originals." Demalon continued:
Demalon concluded that Missing...Presumed Having a Good Time is a "delightful record that doesn't overstay its welcome."
The song "Lonesome Wind Blues" is a non-album track that appears on two different European/UK CD & 12" singles: "Will You Miss Me" and "Feel Like Going Home".