JSM 2011 Online Program

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Abstract Details

Activity Number: 370
Type: Roundtables
Date/Time: Tuesday, August 2, 2011 : 12:30 PM to 1:50 PM
Sponsor: Section on Government Statistics
Abstract - #301813
Title: Balancing Data Quality and Data Confidentiality
Author(s): Lawrence Cox*+
Companies: National Institute of Statistical Sciences
Address: 12177 Etchison Road, Ellicott City, MD, 21042,
Keywords: statistical disclosure ; data quality ; confidentiality ; suppression ; rounding ; synthetic data
Abstract:

We will discuss the goal of releasing high-quality disclosure-protected data from both qualitative and quantitative standpoints. Qualitatively: for a given data set (tabular or microdata), how should quality and confidentiality be defined, and evaluated? what does it mean to "balance" quality and confidentiality--is one more important than the other? are these dual objectives always in conflict? Quantitatively (you may wish to bring paper and pencil): how effective is complementary cell suppression for achieving high-quality disclosure-protected tabular data? how effective are controlled tabular adjustment and rounding, and pre-tabulation perturbation of underlying microdata? how efective is microaggregation for achieving high-quality disclosure-protected microdata? how effective is synthetic microdata? Contributions to the discussion of actual participant experiences will be welcome.


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