Capito was born on November 26, 1953 in Glen Dale, West Virginia. Her father was former Governor of West Virginia Arch A. Moore, Jr.. She was educated at the Holton-Arms School, Duke University, and the University of Virginia. She is married to Charles Capito. They have three children.