This is why there's a huge literature in economics on trying to measure the causal impact of more schooling. They've used everything from state-level changes in compulsory schooling laws, proximity to college, changes in grants policies, variation around cut-offs that determine eligibility etc. In all of these studies, the picture is quite clear: more schooling has a positive, causal effect on average earnings, with the estimates around ~6-10%.