This chapter introduces ethical principles that help us better use data science to achieve beneficial societal goals. As with all developing technologies, data science can give rise to unanticipated negative consequences, and it may affect our professional, personal, and political realities. These challenge our norms for how we use technology in ways consistent with our values. Many scholars, educators, and technology companies refer to these as ethical challenges, building on the applied ethics tradition from basic sciences.