During his stay in Moscow, Cao Peng attended conducting masterclasses given by Leo Ginzburg, and began conducting the resident orchestra on regular occasions.
In August, 1961, Cao returned to China, where he was appointed permanent conductor in residence for the Shanghai Symphony Orchestra.