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Arbitrators, Mediators, and Conciliators

Facilitate negotiation and conflict resolution through dialogue. Resolve conflicts outside of the court system by mutual consent of parties involved.

9,210 people do this job in the US. $75,530 a year.

now
21%

of the working time. Estimate.

Kinds of work
  • 95%
  • 5%
  • 0%
24%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
June 2027

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 95% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 13%. Today's estimate: 21%.

0%10%20%30%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 1% within reachGPT-5, August 2025: 1% within reachGemini 3 Pro, November 2025: 2% within reachClaude Opus 4.5, November 2025: 2% within reachGPT-5.2, December 2025: 3% within reachClaude Opus 4.6, February 2026: 3% within reachClaude Mythos Preview (early), April 2026: 13% within reachToday (estimate), September 2026: 21% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 20 tasks from .

TaskKind
Specialize in the negotiation and resolution of environmental conflicts involving issues such as natural resource allocation or regional development planning.Done more than yearly by most who do it.13%1.7 work days3.3 h to 4.2 work days2%Half by Feb 2028
Prepare written opinions or decisions regarding cases.Done more than monthly by most who do it. AI observed on this task.13%6.7 h1.7 h to 2.1 work days9%Half by Aug 2027
Conduct studies of appeals procedures to ensure adherence to legal requirements or to facilitate disposition of cases.Done more than yearly by most who do it.12%1.7 work days3.3 h to 4.2 work days2%Half by Feb 2028
Conduct hearings to obtain information or evidence relative to disposition of claims.Done more than monthly by most who do it. 10%6.7 h1.7 h to 2.5 work days8%Half by Sep 2027
Research laws, regulations, policies, or precedent decisions to prepare for hearings.Done more than yearly by most who do it. AI observed on this task.9%3.3 h50 min to 1 work day28%Half by Feb 2027
Determine extent of liability according to evidence, laws, or administrative or judicial precedents.Done more than monthly by most who do it. 7%4.2 h1.7 h to 1 work day30%Half by Dec 2026
Use mediation techniques to facilitate communication between disputants, to further parties' understanding of different perspectives, and to guide parties toward mutual agreement.Done more than monthly by most who do it. AI observed on this task.7%5 h1.7 h to 1.7 work days17%Half by Apr 2027
Apply relevant laws, regulations, policies, or precedents to reach conclusions.Done more than monthly by most who do it. AI observed on this task.6%3.3 h50 min to 1.3 work days25%Half by Mar 2027
Confer with disputants to clarify issues, identify underlying concerns, and develop an understanding of their respective needs and interests.Done more than monthly by most who do it. 3%2.5 h50 min to 6.7 hStays with people
Organize or deliver public presentations about mediation to organizations, such as community agencies or schools.Done more than yearly by most who do it.3%3.3 h1.7 h to 6.7 h49%Half by now
Evaluate information from documents, such as claim applications, birth or death certificates, or physician or employer records.Done more than monthly by most who do it. 3%1.7 h25 min to 6.7 h43%Half by Nov 2026
Participate in court proceedings.Done yearly or less by most who do it.3%2.5 h50 min to 6.7 h46%Half by Oct 2026

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).