Semuels, born in Boston, Massachusetts, attended Harvard University where she earned Bachelor of Arts in American History and Literature. She also received a Rotary Scholarship to study at the London School of Economics, where she received a Master's degree. While in London, Semuels was a correspondent for the Boston Globe newspaper.