In this contribution, it is argued for the potential of empirical moral philosophy in the context of the regulation of self-driving cars. This chapter focuses on the use and abuse of capturing the moral preferences of the general public and including these in the regulatory process. The Moral Machine Experiment is used as an example of collecting evidence on public moral preferences to help p…