 Pearson graduated from Harvard in 1773, where he was a member of the Hasty Pudding, after having attended Dummer Charity School (now known as The Governor's Academy).He was elected a Fellow of the American Academy of Arts and Sciences in 1781.After the death of Joseph Willard in 1804, Pearson became the interim president of Harvard University.