Although he had intended to study medicine, Robinson entered the teaching profession, serving as the principal of Chicopee High School in Chicopee, Massachusetts from 1856 to 1865.
Robinson entered politics in 1873, winning election to the Massachusetts House of Representatives as a Republican.