Unprecedented quantities of data that could help social scientists understand and ameliorate the challenges human society are presently locked away inside companies, governments, other organizations, in part because privacy concerns. We address this problem with a general-purpose access analysis system mathematical guarantees for research subjects, statistical validity researchers seeking scien...