Sara Allan is a writer and researcher currently focused on the social, economic, and educational consequences of large-scale artificial intelligence systems.

My work examines how machine learning technologies reshape institutions, incentives, and human judgment — particularly in education, research, social justice, and the production of knowledge.

My writing tends to combine technical understanding with political, economic and social analysis, aiming to clarify what popular narratives obscure, along with the human costs and potential solutions that become visible in the process.