Data Protection and the Platform Work Directive: The Right to a Human Decision

All courses / AI Boss / Module 5 / Chapter 22

Learning objectives

After the lesson the participant can:

• Explain the three cumulative conditions of GDPR Article 22(1) as the chapter sets them out.
• Measure whether a score plays a determining role, using the chapter's four measurements.
• State what the record must show for a human decision to count as meaningful involvement.
• Classify the outputs of a management system as human, solely automated or uncertain, and design the response.

Key concepts

Solely automated decision

Under Article 22(1), a decision based solely on automated processing, including profiling, with legal or similarly significant effects. Human involvement must be meaningful, by someone with the authority and competence to change the decision.

Determining role

An automated score is itself a decision where the decider draws strongly on it. Inside an employer, whether it does is a measurable fact about use, not something the procedure's label settles.

Departure rate

How often the decider differs from the score. The chapter's default treats a rate under 5 per cent for two quarters, with a median decision time under one minute for a consequence decision, as determining influence requiring redesign.

Explanation of the logic

An intelligible explanation of the procedure and principles actually applied to the person's data. A formula does not suffice and complexity is no excuse; stating what variation in the data would have changed the result may suffice.

One evidence base, two documents

The DPIA asks whether processing is necessary and decisions solely automated; the FRIA asks how the system affects working conditions, equal treatment and dignity. A cross-reference maps each element to one or the other.

Interactive exercises

Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.

Teaching plan

Discussion

1. The chapter says an employer can fall into Article 22 by success: a system whose recommendations nobody questions drifts to a de facto Level 4 Autonomous. How would your organisation notice?
2. A low departure rate can mean the score is good. How should an organisation tell a good score from a rubber-stamped one?
3. A works agreement is described as the right instrument for an HR system but not a safe harbour. What must such an agreement contain to carry weight?

Written exercise

Self-test

Choose an answer to see whether it is right, or open the answer below each question.

1. Under what condition does the ShiftWise open-shift award stay outside Article 22, according to DPIA-2026-031?

   1. As long as the unit manager approves each individual award afterwards
   2. As long as staff have given explicit consent to automated awards
   3. As long as the supplier certifies the award as not high-risk
   4. As long as no personal aspect orders the offers and declining has no effect
   Show the answer

   D. As long as no personal aspect orders the offers and declining has no effect
   The award is solely automated, but offered in a published rotating order it evaluates no personal aspects and no single award has significant effect. Ranking recipients or using acceptance history would reopen the analysis.

2. What does the chapter say about consent as a basis for solely automated decisions in employment?

   1. It is the preferred basis, provided the consent is given in writing
   2. It is highly unlikely to be valid unless employees can refuse without adverse consequence, so the guide says not to rely on it
   3. It is valid whenever a works council or union has countersigned the form, because Article 88 lets collective agreements replace the individual's consent
   4. It is required in addition to a named human decider for every roster
   Show the answer

   B. It is highly unlikely to be valid unless employees can refuse without adverse consequence, so the guide says not to rely on it
   The exceptions in Article 22(2) are narrow in employment because of the imbalance of power. The chapter's design, built on a named human decider, does not depend on any exception.

3. In AIDR-0676, what happens if recruiters' departure rate from the TalentLens ranking falls under 0.05 for two quarters?

   1. The ranking display is paused
   2. The recruiters concerned receive a written warning
   3. The ranking is promoted to Level 2 Supervised
   4. The works council loses its right to see the figures
   Show the answer

   A. The ranking display is paused
   The floor turns the determining-role test into a number the Konzernbetriebsrat can watch. A breached floor signals that the score, not the recruiter, is deciding, so the display is paused.