Stephen B. Burbank and Sean Farhang utilize new data and discuss the first empirical investigation into how key characteristics of U.S. Court of Appeals judges—such as political affiliation, gender, and race—affect decisions related to class certification under Rule 23 of the Federal Rules of Civil Procedure.