RecSys 2018 opening keynote reflecting on recommendation design through five E's: Explainable, Equitable, Ethical, Expedient and Exigent. Uses psychology of information processing and cautionary cases (filter bubbles, discriminatory recommendations, poor data quality) to ask what researchers, developers and designers can do concretely.