Born on 10 March 1961 in Nanchang, Jiangxi, China, Duan entered Zhejiang University in 1978, majoring in wireless electronics engineering. After graduation, he became a teacher at the adult education center of the Beijing Radio Tube Factory. Later, he studied at Renmin University, where he majored in econometrics.