Companies, government agencies, and other organizations have been analyzing data
pertaining to their internal operations with great effect, such as in evaluating performance or
improving efficiency. While each organization's own data is valuable internally, aggregate
data from multiple organizations can have value to the organizations themselves,
policymakers, and society. Unfortunately, an organization's data is often proprietary and
confidential, and its release may be potentially deleterious to the organization's interests …