5.4 · GDPR, AI Act & legal framework

Level 5 · Ethics, security & legal framework

5.4GDPR, AI Act & legal framework

Goal: recognise regulated situations (GDPR, AI Act) and ask the DPO/contact the right questions.
Estimated time: 18 min · self-paced reading · If you only have 5 min: read “The essentials in 30s” + the diagram.

The essentials in 30 seconds

  • Personal data = vigilance: minimisation, approved tool, human in the loop for any decision with an effect.
  • AI Act by risks: practices to avoid, highly framed sensitive uses (including hiring), transparency.
  • Your role: spot sensitive situations and ask the DPO/lawyer — do not decide alone.

Running case — Amine and the CV sorting he must not improvise

Amine wants AI to sort CVs for his project in Algiers: candidates' personal data + a decision touching people. Instead of improvising, he takes out his radar: minimisation, human in the loop, sensitive use with heavy compliance. He prepares 3 questions for the DPO instead of pasting the CVs. Sequel to cases 5.1-5.3 — Amine recognises the regulated scope.

Sequel to cases 5.1-5.3 — Amine spots, does not decide: the DPO decides.

1. Personal data & decisions

As soon as personal data comes into play (clients, employees, candidates), the general principles apply: legitimate basis, minimisation, people's rights. And for any decision with a significant effect on a person, the human stays in the loop: no fully automated decision imposed without human control. Amine gives up any automatic CV sorting.

2. The AI Act by risks, and your role

The European AI Act takes a risk-based approach: some practices are to be avoided, sensitive uses touching people (including hiring and appraisal) are tightly framed, with transparency obligations on AI content and systems. Practical goal: the markers, not the law lecture.

Your role: spot, do not decide. Regulatory questions go to the DPO/lawyer — map your uses (which touch personal data? which touch people?) and bring them 3 precise questions. Following the internal charter keeps you on the right side.

Common misinterpretation: “As a mere user, the texts do not concern me — or I can self-interpret the rules and improvise CV sorting.” No. The European and Algerian frameworks concretely touch you (personal data, transparency, sensitive uses), and improvising on a use touching people exposes the organisation. The right move is minimisation + human in the loop + question to the DPO/lawyer, never self-interpretation.
Two markers, one reflex Personal data, sensitive uses, DPO Personal dataMinimisation, human decides+Sensitive uses (AI)Hiring: do not improvise+Your roleSpot, ask the DPO Hiring and appraisal of people = sensitive zone, demanding compliance.
Personal data, sensitive uses, DPO
Text version of the diagram (SEO / screen readers / translation): 1) Data: Amine flags each use touching personal data: minimisation, approved tool, human in the loop. 2) Sensitive uses: he identifies CV sorting as a sensitive zone not to improvise. 3) Role: he prepares 3 precise questions for the DPO instead of self-interpreting the texts. Lesson: spot regulated situations, then hand over to the right contacts.

🔎 Concrete example — The regulatory radar

Spot, do not decide: Amine's radar.

Personal data? -> minimisation, no auto decision, approved tool.
CV sorting, appraisal? -> sensitive use (demanding compliance), do not improvise.
-> 3 questions to ask your DPO/contact, no self-interpretation.
Amine notes: who approves compliance in the organisation?

Outcome: three precise questions beat a risky interpretation.

Lesson: the DPO/lawyer is the right door.

Section vocabulary

Personal data
Any information about a person: minimisation and approved tool.

Simple example: Amine's candidates' CVs are personal data.

What it is not: “quickly anonymised, so out of scope” without checking.

Reflex: does this use touch identifiable people?

Human in the loop
No decision with an effect on a person without human control.

Simple example: Amine refuses automatic rejection of applications.

What it is not: letting AI sort alone “to go faster”.

Reflex: who humanly signs this decision?

AI Act (principles)
European risk-based approach + transparency.

Simple example: Amine flags synthetic content released to the public.

What it is not: believing the AI Act only concerns vendors.

Reflex: is my use sensitive or subject to transparency?

Sensitive use
Hiring, appraisal: a zone of demanding compliance.

Simple example: Amine escalates CV sorting instead of improvising.

What it is not: tinkering a candidate scoring in a spreadsheet + AI.

Reflex: who approves this use's compliance?

DPO / contact
The contact for regulatory questions.

Simple example: Amine brings 3 precise questions to the DPO.

What it is not: self-interpreting the texts among colleagues.

Reflex: are my 3 questions ready and written?

In practice — The regulatory radar applied to your uses

  1. Take your uses listed in 4.5 and flag those touching personal data: minimisation, approved tool, human in the loop.
  2. Spot potential sensitive uses around you (CV sorting, appraisal): who in the organisation approves their compliance?
  3. Test the transparency reflex: which of your generated content pieces should be flagged as such (public-facing chatbots, synthetic content)?
  4. Note the 3 questions to ask your DPO/contact: it is the right door — not self-interpreting the texts.
Your uses mapped against the frameworks — and the right questions for the right contacts.

Ready-to-say script — escalating to the DPO

“I am preparing an AI use that touches [personal data / people: describe]. I applied minimisation and the approved tool, and I keep a human decider. Do you approve this use? Is specific transparency or reinforced compliance needed before starting?”

To address to the DPO/contact or lawyer with the precise description of the use — before any start.

Copy-paste template — regulatory radar

MY REGULATORY RADAR
USES WITH PERSONAL DATA: _______________ -> minimisation + approved tool: OK / TO REVIEW
SENSITIVE USES (people: hiring, appraisal): _______________ -> approved by: _______________
TRANSPARENCY (content to flag as AI): _______________
MY 3 QUESTIONS TO THE DPO: 1) ___ 2) ___ 3) ___

Solo / no DPO

Amine with no internal DPO: contact person + external lawyer or management — the question always arises, even without a DPO title.

Small business / simple uses

Short mapping: 1 page, flagged uses, 3 questions — simplicity does not exempt from the radar.

SME in Algeria

Amine in Algiers: candidate and employee data handled with law 18-07 caution; sensitive European uses known as a general principle.

HR team

No people-touching HR use without compliance approval: the HR grid goes before the DPO before starting.

Caution: Algeria context: law 18-07 on personal data protection applies to people's data (general principles mentioned here without text detail); on the European side, the AI Act sets general principles by risks and transparency (presented here without invented detail). This guide gives no legal advice: spot sensitive situations, then ask the DPO or a lawyer before any binding use.

✓ Best practices

  • As soon as there is personal data, think minimisation.
  • Keep a human in the loop for any decision with an effect.
  • Ask regulatory questions to the DPO/lawyer, do not decide alone.

✗ Common pitfalls

  • Setting up an automated decision with an effect and no human.
  • Improvising a sensitive use (CV sorting) without compliance.
  • Self-interpreting the texts instead of consulting the DPO.

Key takeaways

  • Personal data = vigilance, whatever the tool: minimisation, approved tool.
  • No decision with an effect on a person without a human in the loop.
  • Uses touching people (hiring, appraisal): sensitive zone, not to be improvised.
  • Regulatory questions go to the DPO/lawyer: spot, do not decide.

48h challenge — apply tomorrow

Map your uses (personal data? people touched?) and write your 3 questions to the DPO: contact planned?

Section exit checklist
  • I can cite the radar in one sentence (data, uses, DPO).
  • My uses are mapped (flagging done).
  • My 3 questions to the DPO are written.
Self-rating 1-5: can I spot a regulated situation?did I resist self-interpretation?

Frequently asked questions

Do the frameworks apply to me, a mere company user?

They weigh first on organisations — but concretely touch you: training, framed uses (transparency, human oversight), practices to avoid. Following the internal charter keeps you on the right side. You need not master the texts, but recognise when a use is sensitive.

What do we risk in case of breach?

Without going into any amount or detail: the texts provide serious consequences for organisations, and at individual level the risk is disciplinary — all the more reason for clear team rules (5.5) approved with the DPO or a lawyer.

Check your understanding

Amine wants AI to sort CVs. First reflex?

Additional resources (optional, to go further)

Level 5 examFresh, harder questions to test what you've learned