Province of New Jersey
Pierson was born on September 13, 1766 in Newark, Province of New Jersey in what was then British America. In 1772, Pierson and his parents moved to Richmond, Massachusetts. He attended the public schools in Richmond and Stockbridge, Massachusetts, and completed preparatory studies.