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In popular culture and dominant scholarly discourse, medicine has been praised for a century of impressive progress. Scholars and policy makers hold out medicine as an exemplar for education researchers to improve their work as AERA begins its second century; however they tend to focus on the current state of medical practice and research, ignoring its history of questionable ethics and bias against minority races and genders. I leverage scholarship in the history of medicine to develop the analogy between medicine and education in a less deceptive way – examining three parallels between the development of knowledge and practice in medicine and education which advocates of clinical trials and “precision education” should be chastened by.