Say Say Say waste[d] the rest of the album on bathos and whimsy". The "Los Angeles Times" Paul Grein also reviewed the McCartney album and opined that the singer had redeemed himself with the success of the "spunky" song "but plunged back into wimpdom with 'No More Lonely Nights'". Journalist Whitney Pastorek compared the song to McCartney's 1982 duet with Stevie Wonder, "Ebony and Ivory". She asserted that "Say Say Say" was a better song, and had a better "though slightly more nonsensical" music video, adding that the song had no "heavy-handed social content". Penn State's "The Daily Collegian" described the track as
Stevie Wonder parties and dances. In 1961, when aged 11, Wonder sang his own composition, "Lonely Boy", to Ronnie White of the Miracles; White then took Wonder and his mother to an audition at Motown, where CEO Berry Gordy signed Wonder to Motown's Tamla label. Before signing, producer Clarence Paul gave him the name Little Stevie Wonder. Because of Wonder's age, the label drew up a rolling five-year contract in which royalties would be held in trust until Wonder was 21. He and his mother would be paid a weekly stipend to cover their expenses: Wonder received $2.50 () per week, and