To determine where to post advertisements for a job fair, the most relevant population statistic would be unemployment rates.
This is because areas with higher unemployment rates may indicate a greater need for jobs and thus a higher likelihood of attracting attendees to the job fair. While education, population, and income are important factors, they do not directly reflect the immediate need for job opportunities in the same way that unemployment rates do.