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Anonymized ID

As explained in Effective Data Analysis

An anonymized user ID is an identifier assigned to represent a user without directly storing the user's identifying attributes.

An anonymized user ID represents a person without directly storing identifying attributes such as a name, email address, or phone number. It supports analysis while reducing exposure of personal information. section 8.3.1 section 8.1.2

Use an anonymized ID as part of a broader protection strategy:

  • Replace personal information in analytical records with the ID. section 8.3.1
  • Disconnect identifying information from research or program data. section 8.1.2
  • Combine the ID with generalization, retention limits, restricted access, and consent practices rather than treating it as the only safeguard. section 8.3.1 section 8.1.2

Website behavior analytics

An e-commerce analytics team replaces names, email addresses, and phone numbers with anonymized user IDs, generalizes precise locations to city, state, and country, limits granular records to twelve months, and restricts access to trained analysts. section 8.3.1

Figure 8.6 When all else fails, treat protected information as radioactive.
figure

Use the figure to reinforce the risk-based principle of treating protected information with exceptional care. section 8.3.1

How Effective Data Analysis covers it

How deep it goes
Explains replacement and disconnection, then situates IDs within retention, access, location, and consent safeguards.
Examples
Uses e-commerce website analytics and foster-youth research data as concrete applications.
What it assumes
Assumes awareness of personal information and data collection while explaining protection practices in accessible terms.
What you can do after
Apply it by replacing direct identifiers and pairing the ID with minimization, retention, access, and consent controls.
How it connects
Connects anonymized IDs to data minimization, informed consent, data retention, access control, location generalization, and GDPR compliance.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Effective Data Analysis. The section links point to the parts of the book it draws on.