, ethnicity, and gender in the United States. However, the data necessary to detect possible discrimination and to act to counter … pictures to identify race, ethnicity, and gender. We show that one can use LinkedIn data to obtain reasonably reliable measures … of workforce demographic composition by race, ethnicity, and gender, based on validation exercises comparing estimates …

different gender, race, or ethnic groups and how they evolve as buyers obtain more information about seller quality. We consider … have a choice about how strongly to signal gender. We develop a new approach to identifying statistical discrimination … using doctors' choices about signaling their gender. We find evidence of statistical discrimination against female doctors …