"I Just Don't Know What to Do With Myself" was first recorded by Tommy Hunt in a session produced by Jerry Leiber and Mike Stoller, with Burt Bacharach arranging and conducting. It was released as single Scepter 1236 (B-side "And I Never Knew") in May 1962, but did not chart. The song served as the title track for Hunt's sole album release on Scepter released in April 1963. The success in the UK of the Dusty Springfield version of "I Just Don't Know..." in the summer of 1964 led to Scepter's re-releasing the original, at which time it reached the Bubbling Under Hot 100 Singles chart in Billboard with a #119 peak. It would appear however that the first version of this song to be recorded was not by Hunt but by Chuck Jackson also in 1962. Jackson's version was shelved and remained unreleased until it appeared on a 1984 compilation on the Kent record label called "Mr. Emotion". According to the sleeve notes of that album, Tommy Hunt's vocals were substituted for Jackson's whilst the original backing track was retained.

Dusty Springfield recorded "I Just Don't Know What to Do with Myself" in a session at Olympic Studios in Westminster with production credited to Philips Records owner Johnny Franz - although Springfield later stated her solo Philips tracks were self-produced - and arranged by Ivor Raymonde who conducted his orchestra; personnel on the session included Big Jim Sullivan on guitar and Bobby Graham on drums. Springfield, whose first solo recordings had included covers of the Bacharach/David compositions "Anyone Who Had a Heart" and "Wishin' and Hopin' " - had brought back "I Just Don't Know..." from an overnight trip to New York City where she met up with Bacharach in February 1964.

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