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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.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
Judges, Magistrate Judges, and Magistrates are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.
Being a judge is "Somewhat Resilient" because while AI can't replace the deeply human work of making fair, accountable decisions in court, it *is* meaningfully changing how judges do their jobs day-to-day. Tools like Learned Hand are already helping judges in places like Los Angeles summarize hundreds of pages of legal documents and even draft tentative rulings — tasks that used to eat up huge chunks of a judge's time.
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
Being a judge is "Somewhat Resilient" because while AI can't replace the deeply human work of making fair, accountable decisions in court, it *is* meaningfully changing how judges do their jobs day-to-day. Tools like Learned Hand are already helping judges in places like Los Angeles summarize hundreds of pages of legal documents and even draft tentative rulings — tasks that used to eat up huge chunks of a judge's time.
Read full analysisAnalysis of Current AI Resilience
Judges & Magistrates
Updated Quarterly • Last Update: 5/14/2026

Right now, AI in courtrooms is mostly being used to help judges — not replace them. A March 2026 Northwestern University survey [1] found that more than 60 percent of federal judges who responded reported using at least one AI tool in their judicial work, although only 22.4% used these tools on a weekly or daily basis, and judges use AI tools mostly for conducting legal research (30%) and reviewing documents (15.5%). A career-specific report from the National Center for State Courts [2] — based on interviews with 13 judges across 10 states — shares the same message: GenAI can support, but not supplant, the essential work of judges as human decision-makers, with early adopters using it to summarize documents, polish drafts, and run court chatbots that help self-represented litigants.
In one of the boldest pilots, Los Angeles County civil judges began testing a tool called Learned Hand [3] that can rapidly distill hundreds of pages of legal motions and use samples of a jurist's writing style to help reach conclusions and even draft tentative rulings, though judges are required to review and edit the draft before adopting tentative rulings. So today's reality is augmentation — AI handles boring, repetitive work, while humans still make the call.

Adoption is happening, but cautiously. The biggest push is workload: the Learned Hand CEO warned courts are facing a "paper blizzard," especially with public access to AI models such as ChatGPT leading to more self-represented litigants filing cases. The biggest brakes are trust, ethics, and accuracy.
West Virginia University research [4] found that while the tools are helping improve efficiency and accessibility in some areas, judges remain firmly committed to maintaining human control over judicial decision making. Hallucinated case citations have already burned lawyers and prosecutors, and the NCSC [2] flags hallucinations, privacy and cybersecurity risks, negative public perception, and deskilling as top concerns. Training is also lagging — Northwestern found 45.5% of judges said AI training was not provided by the court administration.
Meanwhile, Brookings researchers [5] argue states must set guardrails that harness AI's genuine potential while protecting civil rights and public safety, and federal judges at the IAPP Global Summit 2026 [6] noted that the speed of technological advancement is outpacing society's ability to effectively regulate it. The bottom line for young people curious about this field: judgment, fairness, empathy, and accountability are still deeply human jobs — AI is becoming a powerful assistant, not a replacement gavel.

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They make decisions in court by listening to both sides of a case, applying the law, and ensuring justice is served fairly.
Median Wage
$156,210
Jobs (2024)
27,300
Growth (2024-34)
+2.5%
Annual Openings
900
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
Instruct juries on applicable laws, direct juries to deduce the facts from the evidence presented, and hear their verdicts.
Preside over hearings and listen to allegations made by plaintiffs to determine whether the evidence supports the charges.
Rule on custody and access disputes, and enforce court orders regarding custody and support of children.
Grant divorces and divide assets between spouses.
Rule on admissibility of evidence and methods of conducting testimony.
Monitor proceedings to ensure that all applicable rules and procedures are followed.
Advise attorneys, juries, litigants, and court personnel regarding conduct, issues, and proceedings.
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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