How deeply does Data for All cover de-identification technique?

Distinguishes attribute stripping from true anonymity but stops short of technical re-identification methods.

De-identification technique

Data deidentification is the removal or alteration of identifying attributes from records to reduce their association with specific individuals.

What happens when identifying details are removed from a record? De-identification strips or alters attributes such as names, addresses, age, gender, and weight to reduce links to a person. That can satisfy a legal requirement without making the data truly anonymous. section 1.2.1

Genetic data exposes the limit of this technique. Removing ordinary identifiers may leave a complete genome, which can itself act as an ultimate personal identifier. The result is a gap between meeting a legal burden and eliminating personal identifiability. section 1.2.1

A DNA database

A company removes names, addresses, age, gender, and weight from DNA records and considers them deidentified. The records may meet the legal standard, yet the genome remains tied to an individual. section 1.2.1

How Data for All covers it

liveBook manning.com

Read Data for All on liveBook Get the book at manning.com

Also explained in

liveBook manning.com

First-Party Data ActivationA de-identification technique alters or limits data so that individuals are less readily identifiable from it.

Compare how 2 books explain de-identification technique →

Related concepts

pseudonymizationincludes · Pseudonymization is the replacement of identifying information with artificial identifiers so that attribution to a person requires separately held additional information.
k-anonymityincludes · K-anonymity is a privacy property requiring each record to be indistinguishable from at least k−1 other records with respect to specified identifying attributes.
differential privacyincludes · Differential privacy is a mathematical privacy guarantee that bounds how much an individual’s data can affect the output of a computation, often by adding calibrated randomness.
techniquekind of · A technique is a deliberate, systematic, and repeatable method for performing a task, solving a problem, or achieving a desired result.
genomecontrasts with · A genome is the complete encoded set of genetic material in an organism or the encoded representation of a candidate solution in evolutionary computation.
re-identificationaddresses · Re-identification is the process of linking supposedly anonymized or de-identified data to a specific individual.

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