Evaluating bias and noise induced by the US Census Bureau's privacy protection methods

CT Kenny, C McCartan, S Kuriwaki, T Simko… - Science Advances, 2024 - science.org
The US Census Bureau faces a difficult trade-off between the accuracy of Census statistics
and the protection of individual information. We conduct an independent evaluation of bias …

Algorithmic Transparency and Participation through the Handoff Lens: Lessons Learned from the US Census Bureau's Adoption of Differential Privacy

AA Abdu, LM Chambers, DK Mulligan… - The 2024 ACM …, 2024 - dl.acm.org
Emerging discussions on the responsible government use of algorithmic technologies
propose transparency and public participation as key mechanisms for preserving …

[图书][B] Telling Stories with Data: With Applications in R

R Alexander - 2023 - taylorfrancis.com
The book equips students with the end-to-end skills needed to do data science. That means
gathering, cleaning, preparing, and sharing data, then using statistical models to analyse …

Census officials must constructively engage with independent evaluations

CT Kenny, C McCartan, T Simko… - Proceedings of the …, 2024 - National Acad Sciences
Current and former Census Bureau officials Jarmin et al.(1) argue that differential privacy,
which underlies the 2020 Census's Disclosure Avoidance System (DAS), satisfies more …

When Privacy Protection Goes Wrong: How and Why the 2020 Census Confidentiality Program Failed

S Ruggles - Journal of Economic Perspectives, 2024 - pubs.aeaweb.org
Abstract The US Census Bureau implemented a new disclosure control strategy for the 2020
Census that adds deliberate error to every population statistic for every geographic unit …

[PDF][PDF] Making differential privacy work for census data users

C McCartan, T Simko, K Imai - Harvard Data Science Review, 2023 - assets.pubpub.org
Abstract The US Census Bureau collects and publishes detailed demographic data about
Americans which are heavily used by researchers and policymakers. The Bureau has …

Estimating racial disparities when race is not observed

C McCartan, R Fisher, J Goldin, DE Ho, K Imai - 2024 - nber.org
The estimation of racial disparities in various fields is often hampered by the lack of
individuallevel racial information. In many cases, the law prohibits the collection of such …

The Still Secret Ballot: The Limited Privacy Cost of Transparent Election Results

S Kuriwaki, JB Lewis, M Morse - arXiv preprint arXiv:2308.04100, 2023 - arxiv.org
After an election, should election officials release an electronic record of each ballot? The
release of such cast vote records could bolster the legitimacy of the certified result. But it may …

The 2020 United States Decennial Census Is More Private Than You (Might) Think

B Su, WJ Su, C Wang - arXiv preprint arXiv:2410.09296, 2024 - arxiv.org
The US Decennial Census serves as the foundation for many high-profile policy decision-
making processes, including federal funding allocation and redistricting. In 2020, the …