AI JOB RISK SCANNER
O*NET-SOC 51-4191.00 / model V11 rated-task engine

Will AI replace
Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic?

Set up, operate, or tend heating equipment, such as heat-treating furnaces, flame-hardening machines, induction machines, soaking pits, or vacuum equipment to temper, harden, anneal, or heat treat metal or plastic objects.

Estimated AI task exposure
33%

Low-Moderate exposure

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

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

Digital/info work

40/100

Physical moat

50/100

Human moat

12/100

Rating coverage

100%

23 task statements / 23 rated

Highest-weighted occupation tasks

Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated.
Importance 96/100Relevance 87/100Frequency 82/100Weight 0.89
Set up and operate or tend machines, such as furnaces, baths, flame-hardening machines, and electronic induction machines, that harden, anneal, and heat-treat metal.
Importance 88/100Relevance 95/100Frequency 77/100Weight 0.88
Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times.
Importance 92/100Relevance 76/100Frequency 79/100Weight 0.83
Adjust controls to maintain temperatures and heating times, using thermal instruments and charts, dials and gauges of furnaces, and color of stock in furnaces to make setting determinations.
Importance 90/100Relevance 76/100Frequency 82/100Weight 0.83
Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths.
Importance 85/100Relevance 75/100Frequency 75/100Weight 0.79
Start conveyors and open furnace doors to load stock, or signal crane operators to uncover soaking pits and lower ingots into them.
Importance 88/100Relevance 67/100Frequency 76/100Weight 0.77
Move controls to light gas burners and to adjust gas and water flow and flame temperature.
Importance 83/100Relevance 75/100Frequency 61/100Weight 0.74
Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces.
Importance 87/100Relevance 63/100Frequency 83/100Weight 0.77
Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating.
Importance 90/100Relevance 61/100Frequency 78/100Weight 0.76
Instruct new workers in machine operation.
Importance 74/100Relevance 92/100Frequency 26/100Weight 0.68

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

$48,750

BLS OEWS May 2025

National employment

14,000

BLS OEWS May 2025

Projected growth

-9.5%

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

Helpers--Extraction Workers

5%

28 points lower exposure • 83% profile similarity

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

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

Mobile Heavy Equipment Mechanics, Except Engines

5%

28 points lower exposure • 84% 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%

28 points lower exposure • 84% 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%

28 points lower exposure • 84% 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%

28 points lower exposure • 82% 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%

27 points lower exposure • 84% 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

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

      LEARN

      • basic AI literacy

      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
      I am your guide.
      Knowledge is your strongest upgrade.