your workers prefer to work somewhere else - especially if they are educated. but if there are enough workers in your city then they will also work those oil industry jobs - even if they are educated workers.
my advice is to zone more residential, or maybe just plop some parks near your current residential to help them upgrade - when the the houses or apartment buildings upgrade then they hold more citizens. note that it takes time for buildings to upgrade.