Albertini was born on November 26, 1913, in Mount Carmel, Pennsylvania, the seventh and youngest child of Italian immigrant parents, Ellen and Oliver, from South Tyrol. Oliver was a car dealership owner. She studied dance and piano at age five and would later move to New York, where she studied and worked with renowned Dancers and choreographer's Hanya Holm and Martha Graham.