"We Need a Standard": Toward an Expert-Informed Privacy Label for Differential Privacy
This research interviewed DP experts to find essential privacy parameters for disclosure and designed an initial privacy label for technical audiences. Experts agreed that epsilon, delta, and the unit of privacy are crucial metrics. The resulting label uses a two-layer design—a high-level summary for non-experts and detailed information for experts—to improve transparency.