AI JOB RISK SCANNER
O*NET-SOC 43-9111.00 / model V11 rated-task engine

Will AI replace
Statistical Assistants?

Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.

Estimated AI task exposure
94%

Very High exposure

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

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

Digital/info work

83/100

Physical moat

3/100

Human moat

18/100

Rating coverage

100%

16 task statements / 16 rated

Highest-weighted occupation tasks

Compute and analyze data, using statistical formulas and computers or calculators.
Importance 87/100Relevance 98/100Frequency 68/100Weight 0.87
Compile reports, charts, or graphs that describe and interpret findings of analyses.
Importance 82/100Relevance 90/100Frequency 56/100Weight 0.78
File data and related information, and maintain and update databases.
Importance 86/100Relevance 80/100Frequency 59/100Weight 0.77
Check source data to verify completeness and accuracy.
Importance 79/100Relevance 89/100Frequency 52/100Weight 0.76
Participate in the publication of data or information.
Importance 78/100Relevance 91/100Frequency 42/100Weight 0.74
Enter data into computers for use in analyses or reports.
Importance 70/100Relevance 88/100Frequency 57/100Weight 0.74
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.
Importance 78/100Relevance 78/100Frequency 56/100Weight 0.73
Discuss data presentation requirements with clients.
Importance 70/100Relevance 82/100Frequency 35/100Weight 0.66
Select statistical tests for analyzing data.
Importance 63/100Relevance 75/100Frequency 42/100Weight 0.62
Write code for statistical applications.
Importance 66/100Relevance 69/100Frequency 44/100Weight 0.62

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

$50,330

BLS OEWS May 2025

National employment

4,710

BLS OEWS May 2025

Projected growth

-1.8%

BLS Employment Projections 2025–2035

Average annual openings

0

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

Layout Workers, Metal and Plastic

6%

88 points lower exposure • 53% profile similarity

Median wage: $63,870 Growth 2025–2035: -3.4% Annual openings: 0

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

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

85 points lower exposure • 53% profile similarity

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

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

Aircraft Mechanics and Service Technicians

8%

86 points lower exposure • 53% profile similarity

Median wage: $79,870 Growth 2025–2035: +5.4% Annual openings: 11

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

Tank Car, Truck, and Ship Loaders

6%

88 points lower exposure • 52% profile similarity

Median wage: $58,870 Growth 2025–2035: +2.8% Annual openings: 1

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

Farmworkers and Laborers, Crop, Nursery, and Greenhouse

8%

86 points lower exposure • 53% profile similarity

Median wage: $35,660 Growth 2025–2035: -2.4% Annual openings: 72

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

Cement Masons and Concrete Finishers

6%

88 points lower exposure • 53% profile similarity

Median wage: $57,020 Growth 2025–2035: +1.6% Annual openings: 14

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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