A large volume of sensitive personal data is collected on a day-to-day basis by organizations like hospitals, financial institutions, government agencies, social networks, and insurance companies. The purpose of the organization can be to extract and publish useful information about the data while protecting the private information of individuals.

Data privacy laws, regulations, and issues come up when an organization wants to share or publish private data of individuals while at the same time wanting to protect their personally identifiable information.