A secretary employed by an individual rather than by an organization. Often used in political or business contexts.
He was hired as the president's private secretary.
秘書 is a general secretary, while 私設秘書 specifically refers to a privately employed one.
Compound of 私設 (privately established) and 秘書 (secretary).