While she was a renowned singer and a powerful advocate for civil rights, the Nobel Peace Prize is awarded to individuals or organizations who have "done the most to promote fraternity between nations, for the abolition or reduction of standing armies and for the holding and promotion of peace congresses."
While Anderson's work certainly promoted peace and understanding, she was not recognized for this specific achievement by the Nobel Committee.