AI JOB RISK SCANNER
O*NET-SOC 47-5071.00 / model V11 rated-task engine

Will AI replace
Roustabouts, Oil and Gas?

Assemble or repair oil field equipment using hand and power tools. Perform other tasks as needed.

Estimated AI task exposure
5%

Low exposure

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

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

Digital/info work

18/100

Physical moat

87/100

Human moat

17/100

Rating coverage

100%

13 task statements / 13 rated

Highest-weighted occupation tasks

Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.
Importance 72/100Relevance 95/100Frequency 61/100Weight 0.78
Clean trucks used in the fields.
Importance 57/100Relevance 94/100Frequency 49/100Weight 0.69
Move pipes to and from trucks, using truck winches and motorized lifts, or by hand.
Importance 59/100Relevance 84/100Frequency 46/100Weight 0.65
Walk flow lines to locate leaks, using electronic detectors and by making visual inspections, and repair the leaks.
Importance 63/100Relevance 84/100Frequency 36/100Weight 0.64
Dismantle and repair oil field machinery, boilers, and steam engine parts, using hand tools and power tools.
Importance 66/100Relevance 75/100Frequency 44/100Weight 0.64
Lay gas and oil pipelines.
Importance 62/100Relevance 78/100Frequency 38/100Weight 0.62
Bolt together pump and engine parts.
Importance 59/100Relevance 77/100Frequency 35/100Weight 0.60
Guide cranes to move loads about decks.
Importance 64/100Relevance 72/100Frequency 30/100Weight 0.59
Dig drainage ditches around wells and storage tanks.
Importance 50/100Relevance 71/100Frequency 28/100Weight 0.52
Cut down and remove trees and brush to clear drill sites, to reduce fire hazards, and to make way for roads to sites.
Importance 46/100Relevance 64/100Frequency 21/100Weight 0.47

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

$46,960

BLS OEWS May 2025

National employment

44,970

BLS OEWS May 2025

Projected growth

+3.6%

BLS Employment Projections 2025–2035

Average annual openings

4

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.

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

    AUGMENT

    • administrative support tasks
    • planning and documentation

    PROTECT

    • physical-world execution
    • on-site troubleshooting
    • dexterity and equipment interaction

    LEARN

    • AI-assisted diagnostics
    • digital documentation
    • 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
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