Chang was born in Seoul in 1967 to Korean civil servant (later politician) Che-Shik Chang and teacher Woo Sook Choi.
Chang studied at Northfield Mount Hermon School, Massachusetts and was a visiting student at Hampshire College in Massachusetts.