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.
