Johnson is a fellow of the American Academy of Arts and Sciences, a trustee of the Beth Israel Hospital and the Boston Museum of Fine Arts and a member of the Boston Society of Security Analysts.
He holds honorary doctorates from Boston University, Bentley College and the Hobart and William Smith Colleges.