According to the calculations provided to BuzzFeed News, the cost of gas, vehicle depreciation, and insurance can eat up roughly a quarter of driversâ gross pay. The data suggests that expenses amount to roughly 22% of full-time driversâ gross pay in Denver, 24% in Houston, and 31% in Detroit.