Introduction to disclosure analysis and protection of personal and health identifiers in research data from Johns Hopkins Data Services. This guide includes basic concepts and primary techniques focusing on preparing data for sharing with collaborators, repositories, or for public access. Find more guidance, including a more extensive version of this guide, at https://dataservices.library.jhu.edu/resources/#deidentify.