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Template Version Number: 012021U. S. Department of Commerce
U.S. Census Bureaucracy Impact Assessment
for the
Associate Director for Research and Methodology Systems (ARM)
Focus Groups
Reviewed by:Byron
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How to fill out making differential privacy work
01
Understand the concept of differential privacy
02
Implement differential privacy algorithms correctly
03
Specify the desired privacy parameters and sensitivity level
04
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01
Researchers working with sensitive data
02
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03
Government agencies handling confidential data
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What is making differential privacy work?
Differential privacy works by adding noise to the data in a way that protects individual privacy while still allowing for accurate analysis and results.
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Organizations that handle sensitive data and want to ensure privacy protection are required to implement differential privacy.
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To implement differential privacy, organizations need to add noise to their data in a controlled manner to maintain privacy while still allowing for useful analysis.
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The purpose of implementing differential privacy is to protect individual privacy while still allowing for accurate analysis and results to be obtained from the data.
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The information reported on making differential privacy work includes how noise is added to the data, the level of privacy protection provided, and the results of the analysis.
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