"It is not a corporation's job to provide an unskilled worker skills to do a job they are not qualified for."

This is absolutely wrong. Corporations take these chances every day and they most often pay off.
It's not their "job" to train workers per se, but they would be stupid to neglect the ability to get quality employees for far less than they are potentially worth.