Information Design for Differential Privacy

Firms and statistical agencies that publish aggregate data face practical legal requirements to protect the privacy of individuals. Increasingly, these organizations meet standards by using publication mechanisms which satisfy differential privacy. We consider problem choosing such a mechanism so as maximize value its output end users. show this is equivalent constrained information design problem, characterize solution. Moreover, we use novel result on comparison structures simple geometric optimal whenever users supermodular decision problems.