Guo was born in Shen County, Shandong province, People's Republic of China. He is the seventh of eight children in the family. He began his Business career in Zhengzhou, before moving to Beijing to secure various construction deals during the 2008 Beijing Olympics. His most famous asset was the Pangu Plaza, an Olympic torch-shaped condominium residence built prior to the Beijing games.