Somewhat Resilient

Last Update: 8/30/2026

AI Resilience Score for Judicial Law Clerks:

44.5%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Low

Sustained economic opportunity

Med

Our confidence in this score:
Medium

Contributing sources

Methodology and Scoring Rationale

To score how resilient judicial law clerk work is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For judicial law clerks, seven of eight sources had data, and AI exposure was split: AI Resilience Model rated resilience low, while Microsoft and OpenAI Signals rated it high, with Anthropic and Will Robots Take My Job landing in the middle. That disagreement, plus a low hiring outlook from BLS Opportunity Score, held confidence to medium and the label to "Somewhat Resilient."

AI Resilience Report forJudicial Law Clerks

$64,920 median salary1,500 annual openingsSOC Code: 23-1012.00

Judicial Law Clerks are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.

Judicial law clerks are labeled "Somewhat Resilient" because AI is already handling a meaningful chunk of their core work, like legal research, drafting orders, and summarizing documents, but courts still need humans to verify that work, catch errors, and apply sound judgment. The hallucination problem is a big deal here: AI tools have produced fabricated cases and fake citations in over 1,700 legal proceedings, which means someone with real legal training has to check everything the AI produces.

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This role is somewhat resilient

Judicial law clerks are labeled "Somewhat Resilient" because AI is already handling a meaningful chunk of their core work, like legal research, drafting orders, and summarizing documents, but courts still need humans to verify that work, catch errors, and apply sound judgment. The hallucination problem is a big deal here: AI tools have produced fabricated cases and fake citations in over 1,700 legal proceedings, which means someone with real legal training has to check everything the AI produces.

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Analysis of Current AI Resilience

Judicial Law Clerks

Updated Quarterly

Analysis
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State of Automation

How is AI changing Judicial Law Clerks jobs?

Right now, AI is mostly augmenting judicial law clerks rather than replacing them, but the technology is moving fast. According to the National Center for State Courts [1], which interviewed 13 state and federal judges in late 2025, every judge interviewed was already using generative AI in some way — though they unanimously agreed that judges must remain "the deciders" and that GenAI can support, but not supplant, the essential work of judges as human decision-makers. Real pilots are underway: CalMatters reports [2] that Los Angeles and Riverside County Superior Courts are testing a tool from a company called Learned Hand that acts as an "AI clerk" — drafting orders and producing research memos, work usually done by human research attorneys.

On a broader scale, the American Bar Association's coverage of the 2026 8am Legal Industry Report [3] notes that 69% of legal professionals now personally use GenAI tools like ChatGPT, Claude, or Gemini for work — up from just 31% in 2025, with common uses including legal research, drafting, and summarizing documents — exactly the core tasks clerks perform.

But the tech isn't reliable enough to run solo. Stanford HAI researchers point out [4] that there have been over 1,700 legal cases involving hallucinated facts, cases, and laws, and a Lawfare essay from August 2026 [5] argues judges currently face an unsatisfactory set of choices — abstain, use consumer accounts, or rely on bundled legal-research AI — and that little institutional infrastructure exists to meet the pace of change.

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AI Adoption

How fast is AI adoption growing for Judicial Law Clerks?

Adoption is happening quickly on the individual level but slowly at the institutional level, and that's actually good news for aspiring clerks. Commercial tools are cheap and everywhere — the CalMatters investigation [2] found Riverside County spent just $10,000 on its Learned Hand pilot, while LA County has a roughly $314,000 contract, and about a dozen California superior courts are already using AI tools from LexisNexis, Thomson Reuters, and Microsoft Copilot. Time savings are real: 38% of legal professionals report saving 1–5 hours per week and 14% save 6–10 hours weekly [6] using GenAI.

Yet legal, ethical, and public-trust concerns are strong brakes. Courts are actively sanctioning AI misuse — Norton Rose Fulbright's 2026 sanctions tracker [7] documents a growing wave of fines for AI-hallucinated citations, and the NCSC's judges also flagged privacy risks, negative public perception, and "deskilling" fears — worrying that over-reliance on GenAI could denigrate the skills of young lawyers and law students. That anxiety about training the next generation is one reason judges are unlikely to eliminate clerk positions outright.

Instead, expect the job to evolve: fewer hours grinding through case law, more hours verifying AI output, managing dockets, communicating with counsel, and helping judges wrestle with hard human questions. The skills that stay valuable — sound judgment, ethical reasoning, careful writing, and face-to-face communication in court — are exactly the ones AI struggles with most.

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Will AI replace Judicial Law Clerks?

Will AI replace Judicial Law Clerks?

Not entirely. We think AI will take over some tasks, but not the whole job.

Judicial law clerks earn a 44.5% AI Resilience Score from us, which puts them in meaningful-but-not-fatal territory. The core research and drafting tasks clerks do every day are already being touched by AI. Courts in Los Angeles and Riverside County are piloting an "AI clerk" tool that drafts orders and produces research memos [2], and 69% of legal professionals now use generative AI for exactly the work clerks perform [3]. That is a real shift, and it is happening fast.

But the job will not disappear. Courts are cautious for good reason: over 1,700 legal cases have involved AI-hallucinated facts, cases, and laws [4], and judges are actively sanctioning attorneys for AI errors [7]. That unreliability keeps humans in the loop. Judges themselves have said AI can support but not replace human decision-making [1]. The skills that matter most in a clerkship, sound judgment, ethical reasoning, and careful writing, are exactly what AI handles worst.

The job market outlook is softer than average, so competition for clerkships may tighten. Expect fewer hours on routine research and more on verifying AI output and advising judges on hard human questions. That is a different job, but still a human one.

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Latest AI news for Judicial Law Clerks

These articles highlight the evolving role of AI in the judicial system, which directly impacts careers for Judicial Law Clerks. For instance, the pilot program in Los Angeles aims to help judges draft rulings, showing that clerks may need to work alongside AI tools to manage heavy caseloads effectively. However, caution is advised, as federal judges reported errors in AI-generated orders, emphasizing the importance of human oversight. Embracing AI could enhance efficiency, but clerks must remain vigilant and adaptable to ensure accuracy and uphold judicial integrity.

More Career Info

Career: Judicial Law Clerks

They assist judges by researching legal issues, preparing briefs, and helping with courtroom procedures to ensure the court runs smoothly and fairly.

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Employment & Wage Data

Median Wage

$64,920

Jobs (2025)

14,000

Growth (2025-35)

+2.8%

Annual Openings

1,500

Education

Doctoral or professional degree

Experience

None

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

95% ResilienceSupplemental

Participate in conferences or discussions between trial attorneys and judges.

2

94% ResilienceCore Task

Confer with judges concerning legal questions, construction of documents, or granting of orders.

3

93% ResilienceSupplemental

Perform courtroom duties, including calling calendars, administering oaths, and swearing in jury panels and witnesses.

4

92% ResilienceCore Task

Attend court sessions to hear oral arguments or record necessary case information.

5

90% ResilienceSupplemental

Supervise law students, volunteers, or other personnel assigned to the court.

6

82% ResilienceCore Task

Communicate with counsel regarding case management or procedural requirements.

7

58% ResilienceCore Task

Draft or proofread judicial opinions, decisions, or citations.

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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