Occupation baseline · Research consensus
Will AI replace Claims Adjusters, Examiners, and Investigators?
Baseline AI displacement risk for Claims Adjusters, Examiners, and Investigators, aggregated from 7 research sources.
What this score means
Claims Adjusters, Examiners, and Investigators sits in the middle of the exposure range for Business & Operations. 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 50 out of 100 it scores 3 points above the Business & Operations average of 47. Across the 7 sources behind this baseline, individual estimates run from 44 to 53, 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 Claims Adjusters, Examiners, and Investigators, most central first, showing 12 of 29.
- 01Examine claims forms and other records to determine insurance coverage.
- 02Analyze information gathered by investigation and report findings and recommendations.
- 03Pay and process claims within designated authority level.
- 04Investigate, evaluate, and settle claims, applying technical knowledge and human relations skills to effect fair and prompt disposal of cases and to contribute to a reduced loss ratio.
- 05Verify and analyze data used in settling claims to ensure that claims are valid and that settlements are made according to company practices and procedures.
- 06Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability.
- 07Investigate and assess damage to property and create or review property damage estimates.
- 08Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims.
- 09Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review.
- 10Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.
- 11Resolve complex, severe exposure claims, using high service oriented file handling.
- 12Adjust reserves or provide reserve recommendations to ensure that reserve activities are consistent with corporate policies.
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 Claims Adjusters, Examiners, and Investigators 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
- 03Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025International Labour Organization, Working Paper 140 (2025)
- 04Navigating the Workforce Impacts of AI · 2025Deloitte, for the Energy Workforce & Technology Council (2025)
- 05Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
- 06GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
- 07AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)
Common questions
- How likely is AI to replace Claims Adjusters, Examiners, and Investigators?
- Published research puts Claims Adjusters, Examiners, and Investigators at 50 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 Claims Adjusters, Examiners, and Investigators?
- Broadly, yes. Individual estimates for Claims Adjusters, Examiners, and Investigators run from 44 to 53 out of 100 across the 7 sources behind this score, a fairly tight range. More recent and higher confidence studies carry more weight in the final number.
- Which business & operations roles face similar AI exposure?
- The closest published business & operations roles to Claims Adjusters, Examiners, and Investigators by score are Customs Brokers (50/100), Regulatory Affairs Specialists (50/100), and Compliance Officers (51/100). Each has its own page with the research behind its number.
Also covers
Accident Investigator · Adjuster · Adjustment Clerk · Benefit Authorizer · Bodily Injury Claims Adjuster · Bodily Injury Claims Examiner · Claims Account Specialist · Claims Adjuster and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
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More business & operations occupations
- Compliance Officers51/100
- Sustainability Specialists51/100
- Training and Development Specialists51/100
- Customs Brokers50/100
- Regulatory Affairs Specialists50/100
- Business Continuity Planners49/100
- Logistics Engineers49/100
- Business Operations Specialists, All Other48/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.