Elly Millican

Hello! I'm a researcher and long-time technologist interested in algorithmic fairness and AI governance. I work on policy research, technical AI evaluation, and implementing ethics in real-world systems. I also help organizations navigate emerging AI regulations and standards.

Recently, I've been developing methods to evaluate fairness when LLMs summarize case documents in high-stakes contexts, including insurance underwriting and immigration decision-making. Previously, my research at Oxford and UCLA focused on technology in border systems: privatized visa processing, facial age estimation and other biometrics, automated decision-making, and the grassroots technical responses to these measures. I combine ethnographic and technical methods in my work, and I plan to post more about these things here soon.

the wolfson meads at twilight, with a rising moon