Occupation baseline · Research consensus
Will AI replace Administrative Law Judges, Adjudicators, and Hearing Officers?
Baseline AI displacement risk for Administrative Law Judges, Adjudicators, and Hearing Officers, aggregated from 7 research sources.
What this score means
Administrative Law Judges, Adjudicators, and Hearing Officers sits in the middle of the exposure range for Legal. Routine parts of the job are starting to automate, but much of it still depends on judgment, relationships, and context that today's models handle poorly. At 42 out of 100 it sits close to the Legal average of 44. Across the 7 sources behind this baseline, individual estimates run from 9 to 68, so the score is a weighted consensus rather than any single figure.
The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works
What this job actually involves
Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Administrative Law Judges, Adjudicators, and Hearing Officers, most central first, showing 12 of 14.
- 01Prepare written opinions and decisions.
- 02Determine existence and amount of liability according to current laws, administrative and judicial precedents, and available evidence.
- 03Monitor and direct the activities of trials and hearings to ensure that they are conducted fairly and that courts administer justice while safeguarding the legal rights of all involved parties.
- 04Authorize payment of valid claims and determine method of payment.
- 05Conduct hearings to review and decide claims regarding issues, such as social program eligibility, environmental protection, or enforcement of health and safety regulations.
- 06Research and analyze laws, regulations, policies, and precedent decisions to prepare for hearings and to determine conclusions.
- 07Review and evaluate data on documents, such as claim applications, birth or death certificates, or physician or employer records.
- 08Recommend the acceptance or rejection of claims or compromise settlements according to laws, regulations, policies, and precedent decisions.
- 09Rule on exceptions, motions, and admissibility of evidence.
- 10Explain to claimants how they can appeal rulings that go against them.
- 11Confer with individuals or organizations involved in cases to obtain relevant information.
- 12Issue subpoenas and administer oaths in preparation for formal hearings.
Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.
The research behind this score
This baseline aggregates 7 research sources that scored Administrative Law Judges, Adjudicators, and Hearing Officers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.
- 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
- 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
- 03The AI Jobs Transition Framework: Mapping AI's Near-Term Impact on Jobs · 2026OpenAI Economic Research (2026)
- 04Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 05GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 06AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
- 07Generative AI and the Future of Work in America · 2023McKinsey Global Institute (2023)
Common questions
- How likely is AI to replace Administrative Law Judges, Adjudicators, and Hearing Officers?
- Published research puts Administrative Law Judges, Adjudicators, and Hearing Officers at 42 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Administrative Law Judges, Adjudicators, and Hearing Officers?
- Only partly. Individual estimates for Administrative Law Judges, Adjudicators, and Hearing Officers run from 9 to 68 out of 100 across the 7 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which legal roles face similar AI exposure?
- The closest published legal roles to Administrative Law Judges, Adjudicators, and Hearing Officers by score are Lawyers (42/100), Judicial Law Clerks (44/100), and Paralegals and Legal Assistants (44/100). Each has its own page with the research behind its number.
Also covers
Adjudications Specialist · Adjudicator · Administrative Hearings Officer · Administrative Judge · Administrative Law Judge · Appeals Examiner · Appeals Officer · Appeals Referee and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More legal occupations
- Judicial Law Clerks44/100
- Paralegals and Legal Assistants44/100
- Lawyers42/100
- Arbitrators, Mediators, and Conciliators39/100
- Title Examiners, Abstractors, and Searchers39/100
- Judges, Magistrate Judges, and Magistrates30/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.