AI JOB RISK SCANNER
O*NET-SOC 43-5111.00 / model V11 rated-task engine

Will AI replace
Weighers, Measurers, Checkers, and Samplers, Recordkeeping?

Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records. Duties are primarily clerical by nature. Includes workers who collect and keep record of samples of products or materials.

Estimated AI task exposure
66%

High exposure

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

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

Digital/info work

71/100

Physical moat

41/100

Human moat

17/100

Rating coverage

100%

18 task statements / 18 rated

Highest-weighted occupation tasks

Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers.
Importance 85/100Relevance 88/100Frequency 85/100Weight 0.86
Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files.
Importance 86/100Relevance 84/100Frequency 81/100Weight 0.84
Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts.
Importance 82/100Relevance 74/100Frequency 76/100Weight 0.77
Collect or prepare measurement, weight, or identification labels and attach them to products.
Importance 84/100Relevance 70/100Frequency 74/100Weight 0.76
Signal or instruct other workers to weigh, move, or check products.
Importance 76/100Relevance 79/100Frequency 68/100Weight 0.75
Maintain, monitor, and clean work areas, such as recycling collection sites, drop boxes, counters and windows, and areas around scale houses.
Importance 63/100Relevance 85/100Frequency 63/100Weight 0.71
Collect product samples and prepare them for laboratory analysis or testing.
Importance 69/100Relevance 81/100Frequency 54/100Weight 0.70
Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights.
Importance 86/100Relevance 63/100Frequency 78/100Weight 0.75
Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections.
Importance 83/100Relevance 62/100Frequency 72/100Weight 0.73
Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages.
Importance 84/100Relevance 59/100Frequency 74/100Weight 0.72

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

$46,380

BLS OEWS May 2025

National employment

53,300

BLS OEWS May 2025

Projected growth

-4.8%

BLS Employment Projections 2025–2035

Average annual openings

5

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

Helpers--Extraction Workers

5%

61 points lower exposure • 67% profile similarity

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

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

Mobile Heavy Equipment Mechanics, Except Engines

5%

61 points lower exposure • 67% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

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

Electric Motor, Power Tool, and Related Repairers

5%

61 points lower exposure • 66% profile similarity

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

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

Wind Turbine Service Technicians

5%

61 points lower exposure • 67% profile similarity

Median wage: $64,120 Growth 2025–2035: +29.5% Annual openings: 2

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

Aircraft Mechanics and Service Technicians

8%

58 points lower exposure • 69% 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%

60 points lower exposure • 68% profile similarity

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