AIP Statistical Research Center — A great source for data on education and employment in physics, astronomy, and allied fields.
NSF Science and Engineering Statistics — Long term data on federal research funding, student and workforce demographics, public attitudes and understanding, industry, and more.
NAS Career Reports — Publications for career planning, doctoral program trends and rankings, ethics, and women in science.