Cook was born in Wildwood, FL. Her West Virginia-born mother played guitar and mandolin and sang on local radio shows. Her father, a Georgia native, also performed country music and served jail time for running moonshine. Upon his release, he and Elizabeth's mother played in local bands together, eventually marrying. Elizabeth, born in 1972, moved to Nashville in her twenties and quickly got a publishing deal.