Tran came to the United States as a refugee from Vietnam. She received her bachelor's degree from Duke University and her master's degree in social work from the University of Michigan. Her professional experience includes serving as a Presidential Management Fellow and serving as the policy and advocacy assistant director for skills and workforce development at the National Immigration Forum.