Self-taught person (10)
I believe the answer is:
autodidact
'self-taught person' is the definition.
(I've seen this before)
This is all the clue.
(Other definitions for autodidact that I've seen before include "person who taught himself" , "For one not needing instructor" , "Self-taught person" , "Self-reliant learner" , "Self-educator" .)