Such data also can't be used to make inferences on causality. It is quite possible that people with higher earning potentials tend also to be accepted by elite schools, instead of elite schools adding "value" to these people. I seem to remember some studies that show exactly this (there was one comparing UPenn graduates with Penn State graduates who were accepted also by UPenn but chose Penn State instead).