Johnson attended prep school at Milton Academy before transferring to Tabor Academy and graduating with a Bachelor's degree from Harvard College in 1954.
In a November 21, 2016 memo to Fidelity employees, Johnson announced he would retire in December and turn over the Chairmanship to his daughter Abigail.