anonymization-alternative

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SKILL.md

Anonymization as Retention Alternative

Overview

Anonymization transforms personal data into a form that no longer identifies or can reasonably be used to identify a natural person. Under GDPR Recital 26, truly anonymized data falls outside the scope of the regulation, meaning it can be retained indefinitely without a legal basis, without data subject rights applying, and without counting toward retention period obligations. However, achieving genuine anonymization — as opposed to mere pseudonymization — requires rigorous application of techniques validated against re-identification risk. This skill provides the assessment framework, implementation techniques, and validation methods for using anonymization as an alternative to deletion when retention of aggregate or statistical data serves a legitimate purpose.

Legal Foundation

GDPR Recital 26 — Anonymized Data Outside GDPR Scope

"The principles of data protection should therefore not apply to anonymous information, namely information which does not relate to an identified or identifiable natural person or to personal data rendered anonymous in such a manner that the data subject is not or no longer identifiable. This Regulation does not therefore concern the processing of such anonymous information, including for statistical or research purposes."

The critical test: whether the data subject is identifiable, taking into account "all the means reasonably likely to be used" either by the controller or "any other person" to identify the natural person.

Article 29 Working Party Opinion 05/2014 on Anonymization Techniques (WP216)

Adopted 10 April 2014, this Opinion establishes that effective anonymization must prevent:

  1. Singling out: Isolating some or all records which identify an individual in the dataset.
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