  A private private information structure delivers information about an unknown
state while preserving privacy: An agent's signal contains information about
the state but remains independent of others' sensitive or private information.
We study how informative such structures can be, and characterize those that
are optimal in the sense that they cannot be made more informative without
violating privacy. We connect our results to fairness in recommendation systems
and explore a number of further applications.
