For the recording of Get in Touch with Yourself, Swing Out Sister consisted of Corinne Drewery on lead vocals and Andy Connell on keyboards.

Luís Jardim provided percussion to many of the tracks on this album in Jackson's absence, and additional horn players and orchestration were incorporated into the production as well.

Get in Touch with Yourself combines elements of various genres of pop music, while also including more vintage styles such as lounge.

[10] Spin magazine recommended the album in its June 1992 issue, saying that "Drewery is as vibrant, perky, and comfortable in her area of expertise as ever.

"[3] Reflex magazine reacted by saying that "Swing Out Sister rank near the top of the UK's cosmo-jazzy-pop firmament...[they're] excellent in their chosen field.