Rejecting his father's wish that he should join the ironworks, Prichard decided upon a medical career. Here he faced the difficulty that as a Quaker he could not become a member of the Royal College of Physicians. Therefore, he started on apprenticeships that led to the ranks of apothecaries and surgeons, first studying under the Quaker obstetrician Dr Thomas Pole of Bristol.