 Guo was born in Linyi County, Shandong in February 1949, during the Republic of China.Guo joined the Communist Party of China in January 1971 and he got involved in politics in December 1972.During the Cultural Revolution, Guo worked in Shengli Oil Field, Shandong as an officer, he entered the China National Petroleum Corp in August 1990.