Related to Ed's email below, here is a primer on differential privacy that
I found helpful and you might too.
https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3416572
Here is the abstract:
Abstract
In early 2021, the US Census Bureau will begin releasing statistical tables
based on the decennial census conducted in 2020. Because of significant
changes in the data landscape, the Census Bureau is changing its approach
to disclosure avoidance. The confidentiality of individuals represented
“anonymously” in these statistical tables will be protected by a “formal
privacy” technique that allows the Bureau to mathematically assess the risk
of revealing information about individuals in the released statistical
tables. The Bureau’s approach is an implementation of “differential
privacy,” and it gives a rigorously demonstrated guaranteed level of
privacy protection that traditional methods of disclosure avoidance do not.
Given the importance of the Census Bureau’s statistical tables to
democracy, resource allocation, justice, and research, confusion about what
differential privacy is and how it might alter or eliminate data products
has rippled through the community of its data users, namely: demographers,
statisticians, and census advocates.
The purpose of this primer is to provide context to the Census Bureau’s
decision to use a technique based on differential privacy and to help data
users and other census advocates who are struggling to understand what this
mathematical tool is, why it matters, and how it will affect the Bureau’s
data products.
On Wed, Oct 30, 2019 at 10:54 AM Ed Christopher <edc(a)berwyned.com> wrote:
This may be of interest to some:
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Yesterday the Census Bureau released the *2010 Demonstration Data
Products* to help data users understand how differential privacy may or
may not impact data products they are used to receiving. The products
include the 2010 Demonstration Public Law 94-171 (P.L. 94-171)
Redistricting Data Summary File and the Demographic and Housing
Demonstration File, which is similar to Summary File 1.
Documentation and resources related to these products are available on the
Census Bureau’s website:
https://www.census.gov/programs-surveys/decennial-census/2020-census/planni…
The Census Bureau is working on an FAQ document to provide additional
information about these data. You can also direct questions to the Census
Bureau via email:
dcmd.2010.demonstration.data.products(a)census.gov.
--
Ed Christopher
Transportation Planning Consultant
708-269-5237
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Krishnan Viswanathan
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