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IAPP CIPP/E Exam - Topic 3 Question 108 Discussion

Posted by Wilson on Jun 11, 2025 at 11:40 AM

Start-up company MagicAI is developing an AI system that will be part of a medical device that detects skin cancer. To take measures against potential bias in its AI system, the IT Team decides to collect data about users' ethnic origin, nationality, and gender.

Which would be the most appropriate legal basis for this processing under the GDPR, Article 9 (Processing of special categories of personal data)?

Suggested Answer: A

Article 9 of the GDPR outlines strict conditions for processing special categories of personal data, which includes data revealing racial or ethnic origin. While options B, C, and D might seem relevant, they don't fully align with the core purpose of MagicAI's data collection.

Here's why option A is the most appropriate:

Scientific Research: MagicAI aims to improve the accuracy and fairness of its AI system by understanding how it performs across different ethnicities, nationalities, and genders. This directly ties into scientific research aimed at improving healthcare and reducing bias in medical technology.

It's important to note that even with 'scientific research' as the legal basis, MagicAI must still adhere to strict safeguards, such as:

Data Minimization: Collecting only the data absolutely necessary for the research.

Purpose Limitation: Using the data solely for the defined scientific purpose.

Appropriate Security Measures: Protecting the data against unauthorized access or disclosure.

Ethical Review: Ideally, obtaining ethical approval for the research project.


GDPR Article 9 - Processing of special categories of personal data

GDPR Recital 159 - Conditions for processing special categories of data for scientific research purposes

IAPP CIPP/E textbook, Chapter 2: Key Data Protection Principles (specifically, sections on special categories of data)

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28 comments · newest first
EL
Elza 11 months ago
Totally agree with B, it’s all about public interest!
RE
Reynalda 11 months ago
I think A is more appropriate for research purposes.
NA
Narcisa 11 months ago
Wait, can they really collect that data without consent?
LA
Lashawn 11 months ago
C makes sense for preventive medicine, right?
WI
Willetta 11 months ago
Option B seems like the best fit for public health.
JO
Joni 12 months ago
I’m leaning towards option A because it seems like collecting data for scientific purposes aligns with the goal of improving medical devices, but I’m not completely confident.
AN
Antonio 12 months ago
I feel like we went over a similar question in class, and I think the substantial public interest might be the right choice, but I’m second-guessing myself.
CH
Charlesetta 1 year ago
I think option C might be relevant since it mentions preventive medicine, but I can't recall if it specifically covers data collection for AI systems.
AM
Amina 1 year ago
I remember we discussed how processing for public interest could apply in healthcare contexts, but I'm not entirely sure if that's the best fit here.
KA
Katy 1 year ago
Okay, I've got it. Since they're collecting the data as part of a medical device that detects skin cancer, I believe option C, "processing necessary for purposes of preventive or occupational medicine," is the most appropriate legal basis.
AD
Adelaide 1 year ago
I'm a bit unsure on this one. The data they're collecting seems relevant for the scientific purpose of developing an unbiased AI system, but I'm not sure if that fully aligns with option A. I'll have to think this through.
RE
Ressie 1 year ago
Hmm, I think the key here is that they're collecting the data to prevent bias in the AI system. So I'm leaning towards option B, "processing necessary for reasons of substantial public interest."
GA
Gaston 1 year ago
This seems like a tricky one. I'll need to carefully review the GDPR Article 9 requirements to determine the most appropriate legal basis.
EL
Elliot 1 year ago
Haha, are they gonna use this data to make the AI system detect skin cancer based on your zodiac sign too? Gotta catch 'em all, I guess!
DE
Denise 1 year ago
↳ replying to Elliot
Haha, that would be interesting! But hopefully they stick to the necessary data for medical purposes.
MI
Mindy 1 year ago
↳ replying to Elliot
C) Processing necessary for purposes of preventive or occupational medicine.
RU
Rupert 1 year ago
↳ replying to Elliot
A) Processing necessary for scientific or statistical purposes.
VI
Victor 1 year ago
Hmm, I don't know. Aren't they just trying to cover their butts in case of a lawsuit? Option D seems more like it.
DE
Dean 1 year ago
I agree, option A is the way to go. Collecting this data is essential for the proper development of the AI system and to ensure it doesn't discriminate.
MA
Markus 1 year ago
↳ replying to Dean
C) Processing necessary for purposes of preventive or occupational medicine.
KE
Kerry 1 year ago
↳ replying to Dean
A) Processing necessary for scientific or statistical purposes.
MA
Matthew 1 year ago
Processing necessary for scientific or statistical purposes is the most appropriate legal basis here. The AI system is being developed for medical purposes, and collecting data on ethnicity, nationality, and gender is crucial to ensure the system is unbiased and accurate.
NA
Nada 1 year ago
↳ replying to Matthew
B) Processing necessary for reasons of substantial public interest.
TH
Thea 1 year ago
↳ replying to Matthew
C) Processing necessary for purposes of preventive or occupational medicine.
WH
Whitney 1 year ago
↳ replying to Matthew
A) Processing necessary for scientific or statistical purposes.
MI
Mi 1 year ago
But wouldn't A) Processing necessary for scientific or statistical purposes also be a valid option in this case?
KA
Karon 1 year ago
I agree with Alease, collecting data for medical purposes seems to align with that option.
AL
Alease 1 year ago
I think the most appropriate legal basis would be C) Processing necessary for purposes of preventive or occupational medicine.
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