Will AI replace Judges, Magistrate Judges, and Magistrates?
Work in Judges, Magistrate Judges, and Magistrates sits in the in-between: AI reaches some of it (~42% in theory) but is only measured doing about 31% today — part human, part machine.
O*NET-SOC 23-1023
How your 15 core tasks split
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a moderate share of this job's tasks (~42%). By late 2025, real-world AI use had caught up to about 31% of its task activity (already common). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
Don't trust a single AI-risk score here
For this job, the signals disagree sharply. AI's theoretical reach looks moderate (~42%), but real-world use is only ~31%, and how much AI "can" do shifts wildly by model — one 2026 study found the share of "high-risk" jobs swung 2.7% to 51.5% just by changing which AI did the rating. This page shows the spread instead of pretending there's one number.
See all 15 tasks, ratedBased on real task-level AI scores — click to collapse
- None — AI cannot fully do any core task alone yet.
- Sentence defendants in criminal cases, on conviction by jury, according to applicable government statutes.
- Monitor proceedings to ensure that all applicable rules and procedures are followed.
- Write decisions on cases.
- Read documents on pleadings and motions to ascertain facts and issues.
- Rule on admissibility of evidence and methods of conducting testimony.
- Preside over hearings and listen to allegations made by plaintiffs to determine whether the evidence supports the charges.
- Award compensation for damages to litigants in civil cases in relation to findings by juries or by the court.
- Advise attorneys, juries, litigants, and court personnel regarding conduct, issues, and proceedings.
- Research legal issues and write opinions on the issues.
- Interpret and enforce rules of procedure or establish new rules in situations where there are no procedures already established by law.
- Issue arrest warrants.
- Settle disputes between opposing attorneys.
- Impose restrictions upon parties in civil cases until trials can be held.
- Instruct juries on applicable laws, direct juries to deduce the facts from the evidence presented, and hear their verdicts.
- Supervise other judges, court officers, and the court's administrative staff.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.