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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
Administrative Law Judges, Adjudicators, and Hearing Officers are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.
This career earns a "Somewhat Resilient" label because AI is genuinely changing how the day-to-day work gets done — handling research, summarizing documents, and organizing case materials — which means the job is evolving even if it isn't disappearing. The good news is that the law actually *requires* a human decision-maker, so your judgment, empathy, and ethical reasoning can't be automated away.
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 earns a "Somewhat Resilient" label because AI is genuinely changing how the day-to-day work gets done — handling research, summarizing documents, and organizing case materials — which means the job is evolving even if it isn't disappearing. The good news is that the law actually *requires* a human decision-maker, so your judgment, empathy, and ethical reasoning can't be automated away.
Read full analysisAnalysis of Current AI Resilience
Admin Law Judges/Officers
Updated Quarterly • Last Update: 5/14/2026

Right now, AI is mostly augmenting the work of administrative law judges and hearing officers — not replacing them. A recent random-sample survey reported that more than 60% of responding federal judges have used at least one AI tool in their judicial work, while only 22.4% use AI tools on a weekly or daily basis, and they mostly use it for conducting legal research (30%) and reviewing documents (15.5%). Interview research from West Virginia University found judges turning to the technology to summarize lengthy documents, organize case materials, draft speeches and prepare questions ahead of oral arguments, treating it like a junior assistant — helpful for administrative or preparatory tasks, but not a substitute for legal reasoning or final judgment.
At federal agencies, the Social Security Administration is launching a Policy Assistant Tool (PAT), an AI-powered chatbot designed to give employees access to information more quickly [1], while the Department of Labor's AI Literacy Framework [2] supports workforce adjudicators in using AI responsibly.

Adoption is moving forward but cautiously. The American Bar Association's April 2026 update notes that over 60 percent of responding judges use at least one AI tool in their chambers, mostly for legal research and document review [3], and federal agencies are following the Administrative Conference of the United States' new statement of principles for administrative adjudication [4]. Tools are cheap and commercially available (ChatGPT, Westlaw AI, Lexis+ AI, CoCounsel), and agencies face huge case backlogs, which makes the economics attractive.
But several brakes slow things down: "hallucinations," or instances in which AI generates false or misleading information are a top concern, as are privacy, cybersecurity, and public trust — judges worry that even a single error like that could affect confidence in the courts. At an IAPP Global Summit panel, federal judges emphasized that the speed of technological advancement is outpacing society's ability to effectively regulate it [5]. The good news for young people eyeing this career: due process requires a human decision-maker, so the judgment, empathy, and ethical reasoning you bring will remain core to the job — AI will mostly handle the paperwork around it.

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They make decisions on legal cases by listening to both sides, reviewing evidence, and ensuring that rules and laws are followed.
Median Wage
$115,230
Jobs (2024)
17,500
Growth (2024-34)
-0.7%
Annual Openings
500
Education
Doctoral or professional degree
Experience
5 years or more
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Rule on exceptions, motions, and admissibility of evidence.
Conduct hearings to review and decide claims regarding issues such as social program eligibility, environmental protection, and enforcement of health and safety regulations.
Determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
Recommend the acceptance or rejection of claims or compromise settlements according to laws, regulations, policies, and precedent decisions.
Prepare written opinions and decisions.
Issue subpoenas and administer oaths in preparation for formal hearings.
Confer with individuals or organizations involved in cases to obtain relevant information.
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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The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
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