 Hoque was born in Rangpur in 1965 to Mofazzal Hoque and Mst Anwara Begum.He was the student of Rangpur PTI primary school.He passed SSC exam from Rangpur Zilla School in 1981 and HSC exam from Rangpur Carmichael College in 1983.