Mandatory subject of bargaining
A topic an employer must, on request, negotiate with a union rather than change unilaterally, because it affects a term or condition of employment (for example, wages, work assignment, headcount, discipline, or workplace monitoring). Many material AI changes fall here, though whether a specific change qualifies is decided case by case (in the US, by the National Labor Relations Board and the courts).
Defined in 2 GAGE programs, which carry 2 distinct definitions of it. The wording above is taught in Certified AI Transformation Professional (CATP).
How each discipline defines it
The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.
A topic an employer must, on request, negotiate with a union rather than change unilaterally, because it affects a term or condition of employment (for example, wages, work assignment, headcount, discipline, or workplace monitoring). Many material AI changes fall here, though whether a specific change qualifies is decided case by case (in the US, by the National Labor Relations Board and the courts).
In the US collective-bargaining system, a matter (such as terms and conditions of employment) over which an employer must bargain with the union representing the workers. AI that changes hiring, scheduling, monitoring, discipline, or pay can fall within this, which is how the union channel imposes an involvement duty in the absence of a works-council law.
Where it is taught
The exact lessons this term appears in. The first module of every program is free with a free account.
- The union question, the works council, and consultation done right · The Humans: Leading People Through AI Change, Certified AI Governance Professional (CAIGP)
- Transformation at the Bargaining Table · Lab: Unionized and High Regulation Workforces, Certified AI Transformation Professional (CATP)
Where it shows up at work
A definition is where Mandatory subject of bargaining starts. The lessons above teach it inside the competencies below, which are what job descriptions ask for and what the GAGE credential records. Every link here is drawn from the same careers map that builds a role's readiness check.
Redesigns roles as AI absorbs tasks, plans reskilling instead of replacement, and supports managers in honest conversations about how work changes.
One lesson on this page teach it as a primary outcome.
Designs role-based AI training that measures skill, not attendance, with approved-use guidance, office hours and communities of practice.
One lesson on this page teach it as a primary outcome.
Knows the rules on automated employment decisions, bias audits and notices, and treats hiring AI as the highest-risk use case it is.
One lesson on this page teach it as a primary outcome.
Roles that hire for it
Each role page shows the full competency set, what the seat decides, and a readiness check against your own evidence.
- AI Adoption and Enablement Leadneeds it at depth
- Operations Manager, AI-readyneeds working knowledge
- Chief AI Officerneeds working knowledge
- Responsible AI Leadneeds working knowledge · 7 open postings this week
- AI Literacy Leadneeds working knowledge
- AI Regulatory Counselneeds working knowledge · 14 open postings this week
How job descriptions say it
Postings rarely use the textbook word. These are the phrases the careers map reads as asking for the competencies above.
Where the frameworks place it: EU AI Act Article 4; DOL AI Literacy Framework; NYC Local Law 144; EEOC guidance.
One interview question about it
A team's work is changing because of AI. How do you redesign the roles so people move with the work rather than out of it?
Asked of candidates for workforce transition and role redesign. Answering it in your own words is exactly how a GAGE topic is passed, and the credential records the pass where an employer can check it.
If you come from another field
Some backgrounds already carry this competency, and the readiness check gives credit for it.
- Human resources and people operations carries it as work you can show: Role design and workforce plans are your documents.
- Operations, claims, customer service and administration carries it as a claim to back up: Onboarding and job aids are training design.
- Teachers, trainers and instructional designers carries it as work you can show: Lesson plans, assessments and curricula are your artifacts.
Terms it appears with
Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.