Thom Jurek of Allmusic said "Tears of Joy is a Don Ellis classic. The sheer musical strength of this ensemble is pretty much unparalleled in his career. The trumpeter/leader had backed off—a bit—from some of his outlandish and beautifully excessive use of strange and unconventional time signatures, though there is no lack of pioneering experimentalism in tone, color, arrangement, or style. ...Ultimately, Tears of Joy stands as a singular achievement in a career full of them by a musical auteur whose creativity seemingly knew few if any bounds".[3] On All About Jazz, Jim Santella observed "Tears of Joy marked a subtle change in the Don Ellis big band. The trumpeter was gradually drifting toward popular music, and he was beginning to use the new electronic technology to its best advantage. However, he continued to load each arrangement with the kinds of musical features that have always left their unique stamp on his undertakings. Ellis and his other soloists stretch out with virtuosity while complex rhythms and dense counterpoint fill the air, and the band's sections taunt each other with adventurous forays. ...Highly recommended, Tears of Joy represents vintage Don Ellis big band excitement at its best"[4]The Penguin Guide to Jazz said "Tears of Joy is regarded by some as the best Don Ellis album. It's certainly bold and expansive".[5]
Sean P. Fenlon, The Exotic Rhythms of Don Ellis. May 2002, a dissertation submitted to The Peabody Institute of the Johns Hopkins University in partial fulfillment of the requirements for the degree of Doctor of Musical Arts