If these Uber drivers were correctly reporting their income (and I can't see how they wouldn't be--Uber surely 1099s it) -- wouldn't each individual driver be paying these same taxes, even as a self-employed person? The self-employed pay into Social Security for both their portion and the employer's portion, this also includes SSDI. I'm not sure how NJ does their state tax calculation.