Context Word: scam. 
Question: PersonX was worried that PersonY might be caught in a scam when they started their new job, but _ decided to trust their friend's judgement. 
Answer: PersonX
PersonX was worried that PersonY might be caught in a scam when they started their new job, so _ felt their friend didn't trust their judgement.