Somewhat Resilient

Last Update: 10/7/2026

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

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 salary•1,500 annual openings•SOC 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.

Learn more about how you can thrive in this position

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

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Latest AI news for Judicial Law Clerks

These articles highlight the evolving role of AI in the legal field, which is essential for aspiring Judicial Law Clerks. For instance, Utkarsh Saxena's work in India shows how AI can enhance efficiency in legal processes, offering clerks innovative tools to manage cases. Conversely, concerns about AI-generated errors, as noted by federal judges, stress the need for meticulous oversight. Understanding these dynamics equips future clerks to effectively integrate AI while preserving the human touch, fostering resilience in their careers amidst technological advancements.

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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