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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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Last Update: 5/19/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Low
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
Arbitrators, Mediators, and Conciliators are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.
This career is "Somewhat Resilient" because AI is genuinely changing how arbitrators and mediators do their work — automating tasks like document review, drafting settlements, and scheduling — which means the job is evolving, not staying the same. The good news is that the heart of this work, building trust, managing emotions, and guiding people through tough conversations, is something AI simply can't replicate, and even the most advanced AI tools still require a human to make the final call.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is somewhat resilient
This career is "Somewhat Resilient" because AI is genuinely changing how arbitrators and mediators do their work — automating tasks like document review, drafting settlements, and scheduling — which means the job is evolving, not staying the same. The good news is that the heart of this work, building trust, managing emotions, and guiding people through tough conversations, is something AI simply can't replicate, and even the most advanced AI tools still require a human to make the final call.
Read full analysisAnalysis of Current AI Resilience
Arbitrators & Mediators
Updated Quarterly • Last Update: 5/14/2026

If you're thinking about a career as an arbitrator, mediator, or conciliator, here's the good news: AI is showing up in this field mostly as a helper, not a replacement. The American Arbitration Association, a leading provider of alternative dispute-resolution services, is promoting AI-enabled workflows to help speed up and lower the cost of arbitration by analyzing thousands of documents, synthesizing evidence, and drafting proposed settlements, while keeping human arbitrators as final decision-makers. The biggest leap came when AAA-ICDR released an "AI Arbitrator" tool [1] trained on more than 1,500 past construction cases — but it's currently limited to documents-only disputes, and a human arbitrator still reviews and finalizes every award.
Early testing showed 20–25% faster resolution times and 35%+ cost savings [1]. For mediators, Harvard's Program on Negotiation reports [2] that chatbots are mainly being used as assistants — summarizing documents, suggesting questions, even proposing settlement numbers — because AI is "ill-equipped to help parties cope with the strong emotions that often come up during mediation." The very human skills of building trust, reading the room, and managing anger remain central.

Adoption is moving faster than many expected but is being carefully fenced in. Major institutions are racing to publish ethics rules: the American Arbitration Association notes that AAA, the Chartered Institute of Arbitrators, Silicon Valley Arbitration & Mediation Centre, and the Vienna International Arbitral Centre all issued AI guidelines in 2025 [3] to protect due process and party confidence. Cost pressure is a powerful accelerant — clients want cheaper, faster resolutions — and experts at a 2026 SVAMC/Jus Mundi webinar agreed AI has moved "from speculative hype to operational reality" [4].
But legal and ethical brakes are equally strong: California is close to becoming the first state to prohibit arbitrators from delegating decision-making to generative AI [5], and the century-old Federal Arbitration Act never imagined "robot arbitrators." Risks like AI "hallucinations," bias, and missing emotional intelligence mean parties still strongly prefer a human at the table for anything beyond simple, document-heavy cases. So while routine tasks like scheduling and drafting settlement agreements will increasingly be automated, the heart of the job — listening, empathizing, and guiding people toward agreement — looks like a uniquely human strength for years to come.

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They help people resolve disputes by listening to both sides and finding fair solutions without going to court.
Median Wage
$67,710
Jobs (2024)
9,100
Growth (2024-34)
+4.3%
Annual Openings
300
Education
Bachelor's degree
Experience
Less than 5 years
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Issue subpoenas or administer oaths to prepare for formal hearings.
Use mediation techniques to facilitate communication between disputants, to further parties' understanding of different perspectives, and to guide parties toward mutual agreement.
Conduct hearings to obtain information or evidence relative to disposition of claims.
Confer with disputants to clarify issues, identify underlying concerns, and develop an understanding of their respective needs and interests.
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.
Determine extent of liability according to evidence, laws, or administrative or judicial precedents.
Research laws, regulations, policies, or precedent decisions to prepare for hearings.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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