Or is attending college necessary to earn more because employers hire people with degrees? That's hard to quantify, and you'd have to control for it to get the answer.
My personal view is of college as an institution where what you are really learning is how to function within institutions. Institutional training is therefore positive if you wish to continue joining institutions (large firms, academia, etc.) but otherwise irrelevant.