Context Word: reference. 
Question: PersonX, ignorant to the fact PersonY didn't like him, asked for a reference for a new job because _ is clueless. 
Answer: PersonX
PersonX, ignorant to the fact PersonY didn't like him, asked for a reference for a new job because _ is judgmental.