Document lawful basis: Which evidence should resolve approval uncertainty first?
Public visibility is insufficient; approval needs documented lawful-basis, compatibility, and special-category analysis.
The question
A housing administrator in the EU, subject to the GDPR, proposes using applicants’ public social-media posts for an AI affordability screen. Some posts reveal health information, and the team has not settled its legal basis. Which evidence should resolve approval uncertainty first?
Preparing for AIGP? Take the free 5-min readiness quiz →
- Rely on public visibility as permission for housing screeningPublic accessibility is not a blanket GDPR exemption, particularly where sensitive information may be processed or inferred.
- Collect more public posts to improve predictive accuracyMore publicly accessible data does not resolve the unresolved legal basis or special-category processing uncertainty.
- Document lawful basis, purpose compatibility, and special-category analysis ✓Public availability does not remove GDPR duties; approval requires evidence addressing lawful basis, compatible purpose, and possible special-category processing.
- Ask the vendor whether its model excludes sensitive attributesA model setting may reduce use but does not establish lawful basis, compatible reuse, or treatment of inferred sensitive information.
The trap
Publicly accessible does not mean legally unrestricted; identify the processing purpose and sensitive-data implications. How to remember it
Public visibility is insufficient; approval needs documented lawful-basis, compatibility, and special-category analysis.
How many of these would you get right?
One of 1581 AIGP questions on Certsqill. Take a free five-minute check and see your score per domain — not one number, but which section to open tonight.
Test your AIGP readiness — freeMore Understanding How Laws, Standards and Frameworks Apply to AI questions
- The request requires lifecycle handling and an exception: What is the clearest immediate distinction? →
- A documented purpose-and-lawful-basis compatibility: What evidence should it obtain before approval? →
- A comparison of consent voluntariness and alternative: What evidence should resolve the uncertainty? →
- All 394 Understanding How Laws, Standards and Frameworks Apply to AI questions →
Part of the Certsqill AIGP question bank · Understanding How Laws, Standards and Frameworks Apply to AI ·
Every answer, right and wrong, comes with its own explanation.