Context Word: conversations. 
Question: Because PersonX was a recruiter and PersonY was a student, at the career fair, _ wanted to have conversations with people they could potentially hire. 
Answer: PersonX
Because PersonX was a recruiter and PersonY was a student, at the career fair, _ wanted to have conversations with people they could potentially work for.