Chan grew up in a middle-class neighborhood in Kinley to Chao and An Chan. Rather than give Victoria a traditional Chinese name, due to Lovianization policies, they named her Victoria. She attended Noble University and received a doctorate in Sociology and Anthropology. She married her husband Daniel Abernathy in 1999.