Occupation baseline · Research consensus
Will AI replace Insurance Underwriters?
Baseline AI displacement risk for Insurance Underwriters, aggregated from 6 research sources.
What this score means
Insurance Underwriters sits in the middle of the exposure range for Finance & Banking. 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 4 points below the Finance & Banking average of 54. Across the 6 sources behind this baseline, individual estimates run from 34 to 60, 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 Insurance Underwriters, most central first.
- 01Examine documents to determine degree of risk from factors such as applicant health, financial standing and value, and condition of property.
- 02Decline excessive risks.
- 03Write to field representatives, medical personnel, or others to obtain further information, quote rates, or explain company underwriting policies.
- 04Evaluate possibility of losses due to catastrophe or excessive insurance.
- 05Review company records to determine amount of insurance in force on single risk or group of closely related risks.
- 06Decrease value of policy when risk is substandard and specify applicable endorsements or apply rating to ensure safe, profitable distribution of risks, using reference materials.
- 07Authorize reinsurance of policy when risk is high.
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 6 research sources that scored Insurance Underwriters 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)
- 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)
Common questions
- How likely is AI to replace Insurance Underwriters?
- Published research puts Insurance Underwriters at 50 out of 100 for AI displacement risk, in the transitioning band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
- Do researchers agree on the risk for Insurance Underwriters?
- Only partly. Individual estimates for Insurance Underwriters run from 34 to 60 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
- Which finance & banking roles face similar AI exposure?
- The closest published finance & banking roles to Insurance Underwriters by score are Appraisers and Assessors of Real Estate (50/100), Financial Specialists, All Other (50/100), and Budget Analysts (52/100). Each has its own page with the research behind its number.
Also covers
Account Manager Underwriter · Account Underwriter · Automobile and Property Underwriter · Bond Underwriter · Casualty Underwriter · Commercial Credit Underwriter · Commercial Insurance Underwriter · Commercial Lines Underwriter and related titles
Estimated displacement window
The dated estimate for this role is included in the full personalised report.
Your number is not the baseline
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More finance & banking occupations
- Appraisers of Personal and Business Property55/100
- Tax Examiners and Collectors, and Revenue Agents55/100
- Accountants and Auditors54/100
- Budget Analysts52/100
- Financial Quantitative Analysts52/100
- Appraisers and Assessors of Real Estate50/100
- Financial Specialists, All Other50/100
- Fraud Examiners, Investigators and Analysts48/100
Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.