Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. They have made our lives more efficient, yet are increasingly encroaching on our basic rights. UPenn's Professor Michael Kearns shares some ideas on how to better embed human principles into machine code without halting the advance of data-driven scientific exploration.