Pennoyer was born in Groton, New York, and studied law at Harvard. After graduating, he moved to Oregon where he practiced law and ran local businesses. He was the petitioner in the Supreme Court case "Pennoyer v. Neff" which defined legal jursidictino over citizens in different cases.