This chapter illustrates how the Belmont principles, based on respect for persons, beneficence, and justice, can be applied in the context of data science. This principlist approach to ethics attempts to provide a shared analytic framework and vocabulary to help communities and teams resolve difficult questions. Principles are most useful when broad enough to be comprehensive and to capture, rather than ignore, the tensions that make questions of “right” and “wrong” so difficult.