A. Blair Dunn grew up High Rolls, New Mexico. His grandfather, Aubrey L. Dunn, Sr., served in the New Mexico legislature.
His father was New Mexico State Land Commissioner.
Blair Dunn received a Bachelor of Science (Geology) from New Mexico State University and also graduated from the University of New Mexico School of Law.
He is a fourth-generation New Mexican.