AI JOB RISK SCANNER
O*NET-SOC 45-2041.00 / model V11 rated-task engine

Will AI replace
Graders and Sorters, Agricultural Products?

Grade, sort, or classify unprocessed food and other agricultural products by size, weight, color, or condition.

Estimated AI task exposure
81%

Very High exposure

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

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

Digital/info work

74/100

Physical moat

16/100

Human moat

13/100

Rating coverage

100%

5 task statements / 5 rated

Highest-weighted occupation tasks

Discard inferior or defective products or foreign matter, and place acceptable products in containers for further processing.
Importance 86/100Relevance 92/100Frequency 84/100Weight 0.88
Weigh products or estimate their weight, visually or by feel.
Importance 88/100Relevance 86/100Frequency 83/100Weight 0.86
Grade and sort products according to factors such as color, species, length, width, appearance, feel, smell, and quality to ensure correct processing and usage.
Importance 86/100Relevance 85/100Frequency 86/100Weight 0.85
Place products in containers according to grade and mark grades on containers.
Importance 90/100Relevance 81/100Frequency 83/100Weight 0.85
Record grade or identification numbers on tags or on shipping, receiving, or sales sheets.
Importance 80/100Relevance 54/100Frequency 74/100Weight 0.69

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

$35,730

BLS OEWS May 2025

National employment

25,180

BLS OEWS May 2025

Projected growth

-3.4%

BLS Employment Projections 2025–2035

Average annual openings

6

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%

76 points lower exposure • 58% 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%

76 points lower exposure • 59% profile similarity

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

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

Electrical and Electronics Installers and Repairers, Transportation Equipment

5%

76 points lower exposure • 59% profile similarity

Median wage: $84,890 Growth 2025–2035: +5.4% Annual openings: 0

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

Motorboat Mechanics and Service Technicians

5%

76 points lower exposure • 59% profile similarity

Median wage: $57,550 Growth 2025–2035: +4.9% Annual openings: 3

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

Electric Motor, Power Tool, and Related Repairers

5%

76 points lower exposure • 57% profile similarity

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

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

Tank Car, Truck, and Ship Loaders

6%

75 points lower exposure • 59% 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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