Education is an excellent predictor of heart disease, multiple studies have shown. Dr. Arshed A. Quyyumi, director of the Emory Clinical Cardiovascular Research Institute in Atlanta, said although having fewer years of school isn't as much of a risk factor as being a smoker or having diabetes, it's still significant.