AI JOB RISK SCANNER
O*NET-SOC 51-8091.00 / model V11 rated-task engine

Will AI replace
Chemical Plant and System Operators?

Control or operate entire chemical processes or system of machines.

Estimated AI task exposure
62%

High exposure

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

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

Digital/info work

69/100

Physical moat

38/100

Human moat

26/100

Rating coverage

100%

19 task statements / 19 rated

Highest-weighted occupation tasks

Monitor recording instruments, flowmeters, panel lights, or other indicators and listen for warning signals to verify conformity of process conditions.
Importance 96/100Relevance 100/100Frequency 92/100Weight 0.97
Move control settings to make necessary adjustments on equipment units affecting speeds of chemical reactions, quality, or yields.
Importance 94/100Relevance 100/100Frequency 88/100Weight 0.95
Control or operate chemical processes or systems of machines, using panelboards, control boards, or semi-automatic equipment.
Importance 92/100Relevance 97/100Frequency 88/100Weight 0.93
Record operating data, such as process conditions, test results, or instrument readings.
Importance 93/100Relevance 98/100Frequency 81/100Weight 0.92
Draw samples of products and conduct quality control tests to monitor processing and to ensure that standards are met.
Importance 93/100Relevance 100/100Frequency 78/100Weight 0.92
Interpret chemical reactions visible through sight glasses or on television monitors and review laboratory test reports for process adjustments.
Importance 86/100Relevance 98/100Frequency 85/100Weight 0.90
Patrol work areas to ensure that solutions in tanks or troughs are not in danger of overflowing.
Importance 92/100Relevance 95/100Frequency 80/100Weight 0.90
Start pumps to wash and rinse reactor vessels, to exhaust gases or vapors, to regulate the flow of oil, steam, air, or perfume to towers, or to add products to converter or blending vessels.
Importance 90/100Relevance 98/100Frequency 75/100Weight 0.89
Turn valves to regulate flow of products or byproducts through agitator tanks, storage drums, or neutralizer tanks.
Importance 88/100Relevance 99/100Frequency 75/100Weight 0.89
Confer with technical and supervisory personnel to report or resolve conditions affecting safety, efficiency, or product quality.
Importance 90/100Relevance 100/100Frequency 70/100Weight 0.89

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

$78,120

BLS OEWS May 2025

National employment

16,610

BLS OEWS May 2025

Projected growth

-5.2%

BLS Employment Projections 2025–2035

Average annual openings

1

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%

57 points lower exposure • 70% 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%

57 points lower exposure • 68% 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%

57 points lower exposure • 67% 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%

52 points lower exposure • 71% 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%

53 points lower exposure • 70% 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%

57 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

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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