AI exposure: Labor Relations Specialists
Resolve disputes between workers and managers, negotiate collective bargaining agreements, or coordinate grievance procedures to handle employee complaints.
Reading this score
computedAt 21.7% of weighted task load, Labor Relations Specialists sits at the 40th percentile, below the point where a job's centre of gravity has moved. 53.9% of what this role does is untouched, meaning current systems cannot produce that work at all, whatever the commercial incentive.
What holds the line here is context. Across this occupation's 28 tasks it averages 2.46 out of 3, the highest of the five friction dimensions. In plain terms, the work depends on knowledge the model cannot hold. Much of this job runs on things that were never written down: what this particular organisation does, what happened last week, what the person across the table actually meant. That context is the barrier, and it erodes as systems are given more access.
The most exposed thing this job does is Assess the impact of union proposals on company or government operations, at 66.7%. The least is Provide expert testimony in legal proceedings related to labor relations or labor contracts, at 0.0%. A gap of 66.7% between two parts of the same job is the reason this index publishes at task level. An occupation-wide number would have hidden both.
Within business and financial operations occupations, this one is less exposed than the median of 47.5% across the group's 48 roles, with 47 scoring higher. Being in an exposed family does not make a particular job exposed, and the reverse holds too.
What would move this score. Of 28 tasks, 13 are currently banded exposed, 1 assisted and 14 untouched. For that distribution to shift materially would take a change in who is permitted to sign the work, which is a question for regulators rather than for engineers. The score is re-computed every quarter against a fresh capability reference, and the change is published rather than quietly applied.
Where the score comes from
judgedEvery task is scored through the standardised work activities it maps to. These are this occupation’s averages on the six rubric dimensions. Capability is what AI can do; the other five are what stands in the way.
| Dimension | Mean | Scale |
|---|---|---|
| Capability | 1.93 | 0-4 |
| Embodiment | 0.75 | 0-3 |
| Presence | 1.96 | 0-3 |
| Accountability | 1.82 | 0-3 |
| Context | 2.46 | 0-3 |
| Verification cost | 2.32 | 0-3 |
Task by task
28 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Assess the impact of union proposals on company or government operations. | 66.7% | 33.3% | 0.0% | 3.54 | exposed |
| Research case law or outcomes of previous case hearings. | 50.0% | 25.0% | 25.0% | 3.57 | exposed |
| Assess risk levels associated with collective bargaining strategies. | 45.0% | 30.0% | 25.0% | 3.81 | exposed |
| Develop methods to monitor employee satisfaction with policies or working conditions, including grievance or complaint procedures. | 45.0% | 30.0% | 25.0% | 2.92 | exposed |
| Prepare and submit required governmental reports or forms related to labor relations matters, such as equal employment opportunity (EEO) forms, new hire forms, or minority compensation reports. | 45.0% | 30.0% | 25.0% | 2.75 | exposed |
| Investigate and evaluate union complaints or arguments to determine viability. | 40.0% | 35.0% | 25.0% | 4.43 | exposed |
| Review employer practices or employee data to ensure compliance with contracts on matters such as wages, hours, or conditions of employment. | 40.0% | 35.0% | 25.0% | 4.05 | exposed |
| Monitor company or workforce adherence to labor agreements. | 40.0% | 35.0% | 25.0% | 4.00 | exposed |
| Review and approve employee disciplinary actions, such as written reprimands, suspensions, or terminations. | 40.0% | 35.0% | 25.0% | 3.36 | exposed |
| Advise management on matters related to the administration of contracts or employee discipline or grievance procedures. | 40.0% | 35.0% | 25.0% | 3.46 | exposed |
| Develop employee health and safety policies. | 40.0% | 35.0% | 25.0% | 3.08 | exposed |
| Prepare reports or presentations to communicate employee satisfaction or related data to management. | 40.0% | 35.0% | 25.0% | 2.89 | exposed |
| Schedule or coordinate the details of grievance hearings or other meetings. | 35.0% | 40.0% | 25.0% | 3.44 | assisted |
| Train managers or supervisors on topics related to labor relations, such as working conditions, safety, or equal opportunity practices. | 26.7% | 23.3% | 50.0% | 3.33 | exposed |
| Mediate discussions between employer and employee representatives in attempt to reconcile differences. | 6.7% | 18.3% | 75.0% | 4.06 | untouched |
| Call or meet with union, company, government, or other interested parties to discuss labor relations matters, such as contract negotiations or grievances. | 6.7% | 18.3% | 75.0% | 3.89 | untouched |
| Negotiate collective bargaining agreements. | 5.0% | 20.0% | 75.0% | 4.67 | untouched |
| Propose resolutions for collective bargaining or other labor or contract negotiations. | 5.0% | 20.0% | 75.0% | 4.17 | untouched |
| Draft contract proposals or counter-proposals for collective bargaining or other labor negotiations. | 5.0% | 20.0% | 75.0% | 4.12 | untouched |
| Interpret contractual agreements for employers and employees engaged in collective bargaining or other labor relations processes. | 5.0% | 20.0% | 75.0% | 4.11 | untouched |
| Recommend collective bargaining strategies, goals, or objectives. | 5.0% | 20.0% | 75.0% | 4.00 | untouched |
| Present the position of the company or of labor during arbitration or other labor negotiations. | 5.0% | 20.0% | 75.0% | 3.65 | untouched |
| Identify alternatives to proposals of unions, employees, companies, or government agencies. | 5.0% | 20.0% | 75.0% | 3.59 | untouched |
| Draft rules or regulations to govern collective bargaining activities in collaboration with company, government, or employee representatives. | 5.0% | 20.0% | 75.0% | 3.59 | untouched |
| Write letters related to labor relations activities, such as letters to amend collective bargaining agreements, letters of dispute or conciliation, or letters to seek clarification of contract terms. | 5.0% | 20.0% | 75.0% | 3.47 | untouched |
| Select mediators or arbitrators for labor disputes or contract negotiations. | 5.0% | 20.0% | 75.0% | 3.28 | untouched |
| Prepare evidence for disciplinary hearings, including preparing witnesses to testify. | 0.0% | 0.0% | 100.0% | 4.06 | untouched |
| Provide expert testimony in legal proceedings related to labor relations or labor contracts. | 0.0% | 0.0% | 100.0% | 3.17 | untouched |
Task text and importance ratings sourced from O*NET 31.0. Shares computed. The occupation score is the importance-weighted mean.
Occupations either side of this one
The four closest scores in the same occupational family, then the four closest anywhere in the index.
Read this carefully. Exposure is not displacement. A high score means current AI systems can produce this work, not that anyone will stop paying a person to do it. Adoption depends on economics, regulation and inertia that this index deliberately does not model. How the score is built.
What this means in practice
Most of this work is not reachable by current systems, so the immediate pressure is on the administrative edges of the role rather than its core: the scheduling, the reporting, the written records. That is where time is recovered.