Empirical researcher bridging law, policy, and healthcare. I design datasets and evaluations with government and academic partners to test how AI reasons through judgment-heavy decisions and whether it delivers real value, helping institutions deploy AI accurately, fairly, and with dignity.

Emily smiling in a bike helmet and sunglasses on the Bernina Pass, with a glacier and a turquoise lake behind her.