Loss adjusting and damage assessment

ISCO-08 3315

Loss adjuster, Motor damage assessor, Property damage expert, Construction claims expert, Remote damage assessor, Commercial loss adjuster

AI exposure45%

Headcount need, in FTE

Exposure range

Your current headcount

FTE

Need in 203090 FTE-10 FTE (-10%)

Need in 203580 FTE-20 FTE (-20%)

How AI is used on these tasks todayNot enough observed usage on this job's tasks to publish a figure.Anthropic Economic Index, April and May 2026. Occupations: Insurance Appraisers, Auto Damage, Claims Adjusters, Examiners, and Investigators. AEI

1. Exposure 45%Average automation potential of the job's tasks. Range for this family: 26 to 64%.ILO occupations used: Valuers and Loss Assessors (45%). ILO data

2. Strategic ceiling 100%Your call: how much of this potential do you want to capture? Nobody can set it for you.

3. Adoption speed midpoint 2030

Inherits your company stance, adjustable for this family.

4. Conversion to headcount sensitive 45%Default 45%: Remote, photo-based assessment cuts site visits on small claims, but large and complex losses still need an expert in person.

Target AI skills

level 1 to 4

Foundation

Use AI assistants every day

Frame and phrase a request

Check and challenge AI outputs

Protect data and respect the rules

Applied

Rethink one's process with AI

Analyse data with AI

Produce content with AI

Delegate to and supervise AI agents

Job skills

Growing in value

On-site assessment of large, complex losses
Establishing causes and liabilities
Challenging automated damage estimates
Mediation between parties and contractors

Losing value

Costing repairs from standard price lists
Writing routine expert reports
Assessing minor damage from photos

How the job will change

For minor motor and household claims, image analysis tools already estimate damage from the policyholder's photos and propose a repair cost, with nobody travelling. For other files, AI drafts the expert report from site notes and photos, prices repairs from reference databases and compares contractors' quotes. Site visits and the dialogue with the parties stay with the expert.

The expert's work concentrates on what cannot be judged from a photo: fires, structural damage, business interruption, construction defects, contested causes. A good expert tomorrow will combine solid technical knowledge, the ability to establish causes and liabilities on site and the confidence to overturn an automated estimate when the field shows something else.

2026-2027: Photo-based estimates for minor damage, expert reports pre-drafted by AI.
2028-2030: Most small claims assessed remotely, fewer site visits per expert.
2031+: Experts concentrated on large, complex and disputed losses.

Watch out

Experts learn their trade on small claims before taking on large losses. As those move to remote assessment, firms already short of experienced adjusters risk a gap when the current generation retires. See the seniority outlook below.

What if you hired fewer juniors?

Your 2036 seniors are the juniors you hire today.

Seniors available in 2036-5%2 FTE short

Gap above 5% from2036

Your seniority mix today

Juniors (0 to 3 yrs in the profession)25%Seniors (10+ yrs)30%

Mid-level (3 to 10 yrs in the profession, the remainder)45%

Cut in junior hiring -40%

For

Advanced settings

Juniors promoted each year25%Juniors leaving each year12%Senior gap filled by external hiring0%If every company makes the same bet, senior profiles will be scarce and expensive.

Seniority mix, % of today's headcount

Juniors25%Mid-level42%Seniors28%

2026 2036

Free guide

The AI Cookbook 2026

albert's guide to cut through the noise around generative AI and turn it into workforce decisions.

What AI actually changes in jobs and skills
Why the junior pipeline matters more than most companies realise
How to integrate AI into workforce planning

Download the AI Cookbook

Run these scenarios on your actual workforce

AI Impact Diagnostic: 6 to 8 weeks, your data in albert, three costed scenarios and the projected seniority mix for each job family.

Book a call

How the numbers are built

Every headcount figure combines four assumptions. Three come pre-filled from public research and job family defaults. The strategic ceiling is yours to set.

Public researchExposureAverage automation potential of the job's tasks, from the ILO's 2025 task-level scores.

Your decisionStrategic ceilingHow much of that potential you choose to capture. Your decision, not ours.

Your companyAdoption speedHow fast your company moves, set once for the whole company.

Job family defaultConversion to headcountHow much of the productivity gain becomes fewer people rather than more output.

Headcount effect

Seniority outlook

A flow model with three levels of experience in the profession. Promotion and exit rates are set so that today's mix stays stable when hiring does not change: any gap you see comes from the junior hiring cut alone.