Guo served as an omen-interpreter to military leaders and Eastern Jin chancellor Wang Dao before being appointed to official court positions in 318 and 320.
Before becoming an official within the Eastern Jin administration, Guo served as a fortune-teller for military leaders and worked under Chancellor Wang Dao's guidance.