Context Word: hair. 
Question: PersonX asked PersonY to help her choose the best place to have her hair done, although _ was actually quite knowledgeable about salons. 
Answer: PersonX
PersonX asked PersonY to help her choose the best place to have her hair done, although _ was actually quite ignorant about salons.