 "Murdering Oscar (And Other Love Songs)" features songs from multiple genres Hood explored in his previous work, including country and Southern rock.The songs on the album were influenced by Hood's second marriage, the birth of Hood's child, and the success of the Drive-By Truckers.Steve LaBate described "Murdering Oscar"s music as "a little of everything Hood’s done so far, plus a few dashes of discovery."