How data on industry demand ??? both for requisite skills and the numbers of workers who possess them ??? can better inform preparation, hiring, and retention of students at all levels for technology-based careers; How graduate training should be diversified to support aspirations that match opportunities, especially outside of research and of academe, while insuring continued excellence of tradit