AI Boss · Module 5 · Europe's Answer

Co-determination: Works Councils, Unions and the Nordic Model Meet the Algorithm

The lesson sets out the rights of works councils and unions that apply to an AI boss and answers open question Q8: how co-determination applies to a system whose rules change more often than the negotiating bodies meet. Participants compare the German, Nordic, Dutch, Spanish and Italian models and the European floor, learn the failure modes of freezing and drift, and draft an agreement with three change classes, as in the annex to KBV-IT-2024 and AIDR-0627.

Lesson 23 of 33Chapter 2375 minutes

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Learning objectives

After the lesson the participant can:

Key concepts

Four degrees of participation
Information lets representatives examine a subject; consultation is dialogue before the employer decides; negotiation obliges the employer to seek agreement but lets it decide; co-determination or consent means the employer may not act without agreement or a substitute decision.
Freezing and drift
Freezing treats every change as a new introduction, so nothing changes or dozens of changes are rubber-stamped. Drift lets version 9 run with inputs nobody negotiated under an agreement for version 1.
Three change classes
Class 1, renegotiation of a change to the bargain itself; Class 2, approval within agreed bounds; Class 3, information for a change that leaves every field of the profile and notice unchanged.
Release manifest
The document required for every release: version, profile fields changed, proposed class, tests and notice diff. For a procured system it is put in the tender.
Reclassification upwards
Representatives may require a higher class and the employer may not lower one; doubt moves a change up a class, so the employer bears the cost of a wrong label.

Interactive exercises

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

Interactive exercise 1 · Sort

Which change class?

Sort each change to the claims-triage agent under the class that Hansa Mutual's change-class annex to KBV-IT-2024 gives it.

Interactive exercise 2 · Match

Strongest right, by jurisdiction

Match each jurisdiction with the strongest right over an AI boss that Chapter 23's table gives for it.

Teaching plan

15 minThe teacher presents the four degrees and the chapter's table of jurisdictions, strongest right and trigger, stressing that the triggers are functional.
10 minPresentation of why the German test covers almost every system in the book, and of the Nordic model in which the employer negotiates, then decides.
15 minClassification drill: participants sort eight changes into the three classes, including the capacity field of MDR-HM-0001 and the minimum travel-time constraint after CNT-NR-0001.
25 minExercise: groups draft the change-class section of an agreement and test it against recent changes.
10 minDebrief on what representatives ask for and why the chapter advises writing the delegation profile before the first meeting.

Discussion

  1. Nordvik's unions cannot veto a change but sit at the table for every important one; Hansa's Konzernbetriebsrat can withhold consent. How does each arrangement shape the employer's behaviour before a change?
  2. Danish municipalities forbid an individual employee to consent to a control measure. What problem does that rule solve?
  3. Classification follows a written test applied to the profile diff, not the engineer's sense of size. Why does the chapter distrust the sense of size?

Written exercise

Exercise · 25 minutes

Change classes for a living system

Draft the change-class section of a works agreement or local agreement for one AI system that changes continuously. Start from its delegation profile: degree per function, permitted and prohibited inputs, recipients of individual outputs and excluded uses. Define the three classes by reference to those fields. Set the procedure and lead time for each class, never below a statutory minimum. List the contents of the release manifest. Give the representatives the right to reclassify upwards and name the body that settles disputes. Then test your classes on at least five past or plausible changes to the system, and note any change your classes would have missed.

Deliverable: A change-class annex in the form of the annex to KBV-IT-2024, with class definitions, procedures, manifest fields, reclassification and dispute rules, and the test results.

Self-test

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

  1. Under the annex to KBV-IT-2024, which class is the introduction of a behavioural input such as throughput or absence history?

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    C. Class 1, renegotiation requiring the consent of the Konzernbetriebsrat
    A behavioural input changes the bargain itself. The throughput-based capacity factor removed under AIDR-0651 is the example the annex was written to catch.

  2. How was the capacity field added after MDR-HM-0001 classified, and why?

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    B. Class 2, because it is a new but not behavioural input, so the joint committee approved it
    The field is entered by the team leader without reasons and records nothing about the handler's behaviour, so it falls within the agreed bounds for committee approval.

  3. What is the chapter's answer to open question Q8?

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    D. Agreements should govern change, not versions, sorting each release by what changes for the people managed
    The statutes already ask whether a change is important, significant or substantial, not which version is running. Change classes tied to the profile's fields avoid both freezing and drift.