Born into a wealthy family, whose forebears had been involved in ensuring Argentina's independence from Spain, she was not expected to work outside the home. Yet Ferrari not only chose to have a career, she insisted on participating in the male-dominated medical profession. She first earned a teaching diploma and became a school teacher, then graduated in medicine in 1911.