AI JOB RISK SCANNER
O*NET-SOC 15-2011.00 / model V11 rated-task engine

Will AI replace
Actuaries?

Analyze statistical data, such as mortality, accident, sickness, disability, and retirement rates and construct probability tables to forecast risk and liability for payment of future benefits. May ascertain insurance rates required and cash reserves necessary to ensure payment of future benefits.

Estimated AI task exposure
82%

Very High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

15 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

81/100

Physical moat

20/100

Human moat

26/100

Rating coverage

100%

15 task statements / 15 rated

Highest-weighted occupation tasks

Analyze data to determine premium rates required and cash reserves and liabilities necessary to ensure payment of future benefits.
Importance 94/100Relevance 97/100Frequency 46/100Weight 0.83
Collaborate with programmers, underwriters, accounts, claims experts, and senior management to help companies develop plans for new lines of business or improvements to existing business.
Importance 80/100Relevance 100/100Frequency 47/100Weight 0.79
Design, review, and help administer insurance, annuity and pension plans, determining financial soundness and calculating premiums.
Importance 84/100Relevance 97/100Frequency 41/100Weight 0.78
Analyze statistical information to estimate mortality, accident, sickness, disability, and retirement rates.
Importance 86/100Relevance 97/100Frequency 33/100Weight 0.77
Provide advice to clients on a contract basis, working as a consultant.
Importance 76/100Relevance 91/100Frequency 53/100Weight 0.76
Determine, or help determine, company policy, and explain complex technical matters to company executives, government officials, shareholders, policyholders, or the public.
Importance 74/100Relevance 88/100Frequency 28/100Weight 0.68
Provide expertise to help financial institutions manage risks and maximize returns associated with investment products or credit offerings.
Importance 63/100Relevance 88/100Frequency 35/100Weight 0.66
Construct probability tables for events such as fires, natural disasters, and unemployment, based on analysis of statistical data and other pertinent information.
Importance 67/100Relevance 91/100Frequency 17/100Weight 0.64
Determine policy contract provisions for each type of insurance.
Importance 64/100Relevance 85/100Frequency 24/100Weight 0.62
Negotiate terms and conditions of reinsurance with other companies.
Importance 59/100Relevance 91/100Frequency 11/100Weight 0.59

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$130,000

BLS OEWS May 2025

National employment

26,670

BLS OEWS May 2025

Projected growth

+9.2%

BLS Employment Projections 2025–2035

Average annual openings

2

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Millwrights

5%

77 points lower exposure • 59% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

77 points lower exposure • 57% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Bicycle Repairers

5%

77 points lower exposure • 56% profile similarity

Median wage: $42,780 Growth 2025–2035: -5.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Hydroelectric Production Managers

10%

72 points lower exposure • 60% profile similarity

Median wage: $126,060 Growth 2025–2035: +2.6% Annual openings: 17

stronger human/judgment moat, more physical-world work
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

73 points lower exposure • 59% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

77 points lower exposure • 56% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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