Privacy by design paired with data minimization: Which pair | AIGP
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Privacy by design paired with data minimization: Which pair of data protection concepts best matches this

AIGP Understanding How Laws, Standards and Frameworks Apply to AI Medium

Privacy by design plus data minimization together embed protection from the start and limit data to what is necessary.

The question

A team is scoping a new AI system and wants to embed privacy protections from the very start rather than retrofitting them later. They also want to collect only the personal data strictly needed for the model to function. Which pair of data protection concepts best matches this intent?

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  1. Breach notification paired with record keeping, focusing on post-incident reporting and documentation logs
    Plausible but wrong: these address after-the-fact incident handling, not designing in protection and minimizing collection upfront.
  2. Lawful basis paired with cross-border transfer rules, focusing on legality and international data movement
    Plausible but wrong: these concern the legal ground and transfer geography, not embedding protection early or minimizing data.
  3. Privacy by design paired with data minimization, embedding protection early and limiting data collected
    Correct: privacy by design builds protection in from the outset, and data minimization restricts collection to what is necessary.
  4. Data portability paired with the right to erasure, focusing on moving and deleting records later
    Plausible but wrong: these are downstream data subject rights, not design-stage minimization and built-in protection.
The trap
Selecting reactive or downstream controls instead of proactive privacy-by-design and minimization.

How to remember it

Privacy by design plus data minimization together embed protection from the start and limit data to what is necessary.

How many of these would you get right?

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