Context Word: caterpillars. 
Question: PersonX encounters caterpillars all the time, but PersonY has never seen one, so _ is more likely to be a gardener. 
Answer: PersonX
PersonX encounters caterpillars all the time, but PersonY has never seen one, so _ is more likely to be a banker.