The song's music video was directed by Nick Haggerty and produced by Paul Schiff for N. Lee Lacy & Associates. It was shot during July 1985 in the Manhattan borough of New York City, including at the Convent of the Sacred Heart.[4] The video received active rotation on MTV.[5]
Critical reception
On its release as a single, Billboard described "Looking Over My Shoulder" as a "broad, sweeping tune" and praised Mann for "the best Bowie soundalike vocal yet achieved by a woman".[6]Cash Box considered the song a "certain pop hit". They commented, "The moody verses give way to an infectious, effective chorus. Mann's vocal is strong and similar in intensity to her previous outing."[7] In a retrospective review of Voices Carry, Joe Viglione of AllMusic noted the song's "bubbling intensity which Holmes' guitar adds drama to".[8]