UK AI Exposure · Associate professional occupations
Estimators, valuers and assessors
Estimators, valuers and assessors plan and undertake the calculation of probable costs of civil, mechanical, electrical, electronic and other projects, estimate the value of property and chattels, and investigate insurance claims to assess their validity and to assign liability.
- Employees (UK)
- 53k
- Median annual pay
- £37,809
- Exposure score ?
- 0.5/10 Minimal 9.8/10 Very high strict reading · with tools is 9.8/10 with-tools reading · strict is 0.5/10
- Wage exposure
- £100m £1.96bn
Higher exposure than 27% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Almost every routine task in this role is within reach of today's language models. Roles at this level are getting rebuilt - often not by disappearing, but by one person using AI to do three or five people's output.
If you're in this role, here's what to do now
You don't need to be afraid. You need to be the person doing the rebuilding. The operators who learn to direct AI at scale in this kind of work become hugely valuable. The ones who wait to be told what to do get told what to do - and that thing is often 'we don't need as many of you anymore.'
Where a project with Alex usually starts for this role
These are the highest-importance tasks a language model can already handle directly today. In a typical engagement the first wins come from building workflows around these, so they stop eating your team's time.
-
Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.
-
Communicate with reinsurance brokers to obtain information necessary for processing claims.
-
Prepare reports to be submitted to company's data processing department.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
-
Examine claims forms and other records to determine insurance coverage.
-
Analyze information gathered by investigation and report findings and recommendations.
-
Pay and process claims within designated authority level.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Claims Adjusters, Examiners, and Investigators" (13-1031.00).
What AI can already do
3 of 29 tasks · unaided
Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.
Communicate with reinsurance brokers to obtain information necessary for processing claims.
Prepare reports to be submitted to company's data processing department.
Where humans still hold the line
26 of 29 tasks
Examine claims forms and other records to determine insurance coverage.
Analyze information gathered by investigation and report findings and recommendations.
Pay and process claims within designated authority level.
Investigate, 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.
Verify and analyze data used in settling claims to ensure that claims are valid and that settlements are made according to company practices and procedures.
Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability.
Investigate and assess damage to property and create or review property damage estimates.
Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims.
Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review.
Resolve complex, severe exposure claims, using high service oriented file handling.
Adjust reserves or provide reserve recommendations to ensure that reserve activities are consistent with corporate policies.
Confer with legal counsel on claims requiring litigation.
Examine claims investigated by insurance adjusters, further investigating questionable claims to determine whether to authorize payments.
Maintain claim files, such as records of settled claims and an inventory of claims requiring detailed analysis.
Refer questionable claims to investigator or claims adjuster for investigation or settlement.
Collect evidence to support contested claims in court.
Supervise claims adjusters to ensure that adjusters have followed proper methods.
Contact or interview claimants, doctors, medical specialists, or employers to get additional information.
Conduct detailed bill reviews to implement sound litigation management and expense control.
Present cases and participate in their discussion at claim committee meetings.
Report overpayments, underpayments, and other irregularities.
Attend mediations or trials.
Examine titles to property to determine validity and act as company agent in transactions with property owners.
Obtain credit information from banks and other credit services.
Communicate with former associates to verify employment record or to obtain background information regarding persons or businesses applying for credit.
Negotiate claim settlements or recommend litigation when settlement cannot be negotiated.
Tasks via O*NET "Claims Adjusters, Examiners, and Investigators" (13-1031.00).
What AI can already do
28 of 29 tasks · with tools
Examine claims forms and other records to determine insurance coverage.
Analyze information gathered by investigation and report findings and recommendations.
Pay and process claims within designated authority level.
Investigate, 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.
Verify and analyze data used in settling claims to ensure that claims are valid and that settlements are made according to company practices and procedures.
Review police reports, medical treatment records, medical bills, or physical property damage to determine the extent of liability.
Investigate and assess damage to property and create or review property damage estimates.
Interview or correspond with agents and claimants to correct errors or omissions and to investigate questionable claims.
Interview or correspond with claimants, witnesses, police, physicians, or other relevant parties to determine claim settlement, denial, or review.
Enter claim payments, reserves and new claims on computer system, inputting concise yet sufficient file documentation.
Resolve complex, severe exposure claims, using high service oriented file handling.
Adjust reserves or provide reserve recommendations to ensure that reserve activities are consistent with corporate policies.
Confer with legal counsel on claims requiring litigation.
Examine claims investigated by insurance adjusters, further investigating questionable claims to determine whether to authorize payments.
Maintain claim files, such as records of settled claims and an inventory of claims requiring detailed analysis.
Refer questionable claims to investigator or claims adjuster for investigation or settlement.
Collect evidence to support contested claims in court.
Supervise claims adjusters to ensure that adjusters have followed proper methods.
Contact or interview claimants, doctors, medical specialists, or employers to get additional information.
Conduct detailed bill reviews to implement sound litigation management and expense control.
Communicate with reinsurance brokers to obtain information necessary for processing claims.
Present cases and participate in their discussion at claim committee meetings.
Report overpayments, underpayments, and other irregularities.
Prepare reports to be submitted to company's data processing department.
Examine titles to property to determine validity and act as company agent in transactions with property owners.
Obtain credit information from banks and other credit services.
Communicate with former associates to verify employment record or to obtain background information regarding persons or businesses applying for credit.
Negotiate claim settlements or recommend litigation when settlement cannot be negotiated.
Where humans still hold the line
1 of 29 tasks
Attend mediations or trials.
Stay on top of this
One email a week, written for people who aren't AI nerds. What's actually real, what's hype, and what smart operators are doing about it.
Get the weekly note
One email a week from Alex on how AI is changing UK work, how to get ahead of it, and what smart operators are actually doing. Written for people who aren't AI nerds.
Free. Unsubscribe any time.
Or go deeper:
Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
Get the weekly note. One email on how AI is changing UK work.