Blair was born in Columbia, Maryland, the son of a federal executive and a schoolteacher. While attending the University of Maryland, College Park, he was a student Journalist. For 1996–1997, he was selected as the second African-American editor-in-chief of its student newspaper, The Diamondback. According to a 2004 article by the Baltimore Sun, some of his fellow students opposed his selection.