a research dataset constructed at the Center for Economic Studies (CES). Currently, the LBD contains the universe of all U.S. business establishments with paid employees from 1976 to 1999. The LBD is updated annually. The LBD offers researchers at CES and its affiliated Research Data Centers (RDCs) a number of features not available in other longitudinal datasets.