There are many complex systemic reasons women take home less money than men; take some time to understand them (Cass R. Sunstein at Bloomberg offers a good primer).
While complex and multifaceted, one reason often referenced is the lack or regression of systemic transformation needed to sustain the innovation generated by these new schools.