Will AI replace Insurance Appraisers, Auto Damage?

What this score means

Insurance Appraisers, Auto Damage 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 40 out of 100 it scores 6 points below the Business & Operations average of 46. Across the 4 sources behind this baseline, individual estimates run from 20 to 50, 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 Appraisers, Auto Damage, most central first.

• 01Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.
• 02Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs.
• 03Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage.
• 04Prepare insurance forms to indicate repair cost estimates and recommendations.
• 05Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.
• 06Determine salvage value on total-loss vehicle.
• 07Arrange to have damage appraised by another appraiser to resolve disagreement with shop on repair cost.

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 Appraisers, Auto Damage 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

Appraisal Specialist · Appraiser · Auto Body Appraiser · Auto Body Repair Estimator · Auto Collision Estimator · Auto Damage Insurance Appraiser · Automobile Appraiser (Auto Appraiser) · Automobile Body Estimator (Auto Body Estimator) and related titles

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