AI exposure: Arbitrators, Mediators, and Conciliators
Facilitate negotiation and conflict resolution through dialogue. Resolve conflicts outside of the court system by mutual consent of parties involved.
Reading this score
computedAt 18.2% of weighted task load, Arbitrators, Mediators, and Conciliators sits at the 31th percentile, below the point where a job's centre of gravity has moved. 58.1% 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 accountability. Across this occupation's 20 tasks it averages 2.60 out of 3, the highest of the five friction dimensions. In plain terms, someone licensed has to sign the work. Capability and permission are different things. Where a statute or a professional body requires a named, liable human to approve the output, the work can be drafted by a machine and still require the person.
The most exposed thing this job does is Set up appointments for parties to meet for mediation, at 50.0%. The least is Rule on exceptions, motions, or admissibility of evidence, at 0.0%. A gap of 50.0% 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 legal occupations, this one is less exposed than the median of 27.8% across the group's 7 roles, with 4 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 20 tasks, 3 are currently banded exposed, 7 assisted and 10 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 | 1.75 | 0-4 |
| Embodiment | 0.68 | 0-3 |
| Presence | 1.80 | 0-3 |
| Accountability | 2.60 | 0-3 |
| Context | 2.30 | 0-3 |
| Verification cost | 2.55 | 0-3 |
Task by task
20 tasks, O*NET 31.0| Task | Exposed | Assisted | Untouched | Importance | Band |
|---|---|---|---|---|---|
| Set up appointments for parties to meet for mediation. | 50.0% | 25.0% | 25.0% | 3.76 | exposed |
| Evaluate information from documents, such as claim applications, birth or death certificates, or physician or employer records. | 45.0% | 30.0% | 25.0% | 3.88 | exposed |
| Organize or deliver public presentations about mediation to organizations, such as community agencies or schools. | 40.0% | 35.0% | 25.0% | 2.73 | exposed |
| Research laws, regulations, policies, or precedent decisions to prepare for hearings. | 35.0% | 40.0% | 25.0% | 3.81 | assisted |
| Prepare settlement agreements for disputants to sign. | 35.0% | 40.0% | 25.0% | 3.36 | assisted |
| Conduct studies of appeals procedures to ensure adherence to legal requirements or to facilitate disposition of cases. | 35.0% | 40.0% | 25.0% | 3.40 | assisted |
| Recommend acceptance or rejection of compromise settlement offers. | 30.0% | 45.0% | 25.0% | 3.62 | assisted |
| Prepare written opinions or decisions regarding cases. | 20.0% | 30.0% | 50.0% | 4.84 | assisted |
| Confer with disputants to clarify issues, identify underlying concerns, and develop an understanding of their respective needs and interests. | 16.7% | 33.3% | 50.0% | 4.37 | assisted |
| Conduct initial meetings with disputants to outline the arbitration process, settle procedural matters, such as fees, or determine details, such as witness numbers or time requirements. | 16.7% | 33.3% | 50.0% | 4.00 | assisted |
| Issue subpoenas or administer oaths to prepare for formal hearings. | 15.0% | 22.5% | 62.5% | 3.78 | untouched |
| Apply relevant laws, regulations, policies, or precedents to reach conclusions. | 11.2% | 26.2% | 62.5% | 4.63 | untouched |
| Authorize payment of valid claims. | 8.3% | 16.7% | 75.0% | 3.31 | untouched |
| Interview claimants, agents, or witnesses to obtain information about disputed issues. | 8.3% | 16.7% | 75.0% | 3.67 | untouched |
| Use mediation techniques to facilitate communication between disputants, to further parties' understanding of different perspectives, and to guide parties toward mutual agreement. | 3.3% | 21.7% | 75.0% | 4.22 | untouched |
| Specialize in the negotiation and resolution of environmental conflicts involving issues such as natural resource allocation or regional development planning. | 3.3% | 21.7% | 75.0% | 3.40 | untouched |
| Participate in court proceedings. | 1.7% | 23.3% | 75.0% | 2.60 | untouched |
| Conduct hearings to obtain information or evidence relative to disposition of claims. | 0.0% | 0.0% | 100.0% | 4.61 | untouched |
| Determine extent of liability according to evidence, laws, or administrative or judicial precedents. | 0.0% | 0.0% | 100.0% | 4.60 | untouched |
| Rule on exceptions, motions, or admissibility of evidence. | 0.0% | 0.0% | 100.0% | 4.53 | 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.