Transparent Privacy is Principled Privacy

Understand

In a technical treatment, this article establishes the necessity of transparent privacy for drawing unbiased statistical inference for a wide range of scientific questions.

• Transparency is a distinct feature enjoyed by differential privacy: the probabilistic mechanism with which the data are privatized can be made public without sabotaging the privacy guarantee.
• Uncertainty due to transparent privacy may be conceived as a dynamic and controllable component from the total survey error perspective.
• As the 2020 U.S.