Artificial Intelligence is transforming our world, sometimes in ways that its creators did not intend. In Wellcome Data Labs we are developing a new method of applying approaches from the social sciences to the way AI algorithms are produced to solve data science problems. The goal is to avoid potential negative consequences of the algorithms by identifying them earlier in the development process.