Sam’s work focuses on measuring the economic impacts of frontier AI systems and designing policy options to help ensure that advanced AI can foster broadly shared economic prosperity. He previously conducted research at OpenAI and worked on a randomised controlled trial of a guaranteed income programme in the US. Sam has a MSc in International and Development Economics from the University of San Francisco.