After high school, Anderson applied to an all-white music school, the Philadelphia Music Academy (now University of the Arts), but was turned away because she was black. The woman working the admissions counter replied, "We don't take colored" when she tried to apply. Undaunted, Anderson pursued studies privately in her native city through the continued support of the Philadelphia black community, first with Agnes Reifsnyder, then Giuseppe Boghetti. She met Boghetti through the principal of her high school. Anderson auditioned for him by singing "Deep River"; he was immediately brought to tears. Boghetti scheduled a recital of English, Russian, Italian and German music at The Town Hall in New York City in April 1924; it took place in an almost empty hall and received poor reviews.