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AI Job Risk

Occupation baseline · Research consensus

Will AI replace Insurance Underwriters?

Transitioning

Baseline AI displacement risk for Insurance Underwriters, aggregated from 4 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 48 out of 100 it scores 4 points below the Finance & Banking average of 52. Across the 4 sources behind this baseline, individual estimates run from 23 to 65, 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 4 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 · 2026
  • 02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
  • 03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
  • 04AI Occupational Exposure to Language Modeling · 2023

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.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.