Last Update: 11/21/2025
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
What does this resilience result mean?
These roles are shifting as AI becomes part of everyday workflows. Expect new responsibilities and new opportunities.
AI Resilience Report for
They help keep oil and gas operations running smoothly by assembling equipment, maintaining machinery, and cleaning work areas.
Summary
The career of a roustabout in the oil and gas industry is considered "Evolving" because while AI and robots are helping with certain tasks like spotting leaks and inspecting equipment, many hands-on tasks still need human skills. The industry is slowly integrating technology to make work safer and more efficient, but human judgment, teamwork, and the ability to solve unexpected problems are still crucial on the job.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
Summary
The career of a roustabout in the oil and gas industry is considered "Evolving" because while AI and robots are helping with certain tasks like spotting leaks and inspecting equipment, many hands-on tasks still need human skills. The industry is slowly integrating technology to make work safer and more efficient, but human judgment, teamwork, and the ability to solve unexpected problems are still crucial on the job.
Read full analysisContributing Sources
AI Resilience
All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.
CareerVillage.org's AI Resilience Analysis
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Will Robots Take My Job
Automation Resilience
Medium Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Roustabouts, Oil and Gas
Updated Quarterly • Last Update: 11/22/2025

State of Automation & Augmentation
Right now, most of these roustabout tasks are still mostly done by people. We found no widely used “deck‐cleaning” robot on offshore rigs; cleaning is still done by crews (though tank- and hull-cleaning robots exist in other industries) [1]. Large automated machines like the “Iron Roughneck” can spin big drill pipes in and out, but smaller bolts and pump-parts are still typically tightened by hand tools under human control.
In contrast, oil companies do use AI and sensors to help spot problems. For example, drones, satellite sensors and handheld detectors with AI are increasingly used to find methane or oil leaks along flow lines [2]. In practice, a robot or AI system might flag a likely leak, but skilled workers still need to get on-site to repair it.
In short, the oil industry has applied automation mainly to data and heavy-duty tasks (like steering drill bits or inspecting equipment) rather than fully replacing the routine tasks listed [1] [2].

AI Adoption
AI and robotics do offer clear benefits (safer inspections, faster drilling, lower costs), but oil companies move carefully before adopting them en masse. The equipment must work reliably in harsh, remote environments, which makes new machines expensive and high-risk to install [1]. When oil prices are low or demand is weak, firms also delay big investments.
On the other hand, if labor becomes scarce or safety rules tighten, companies have strong reasons to use AI: one report noted AI has boosted drilling efficiency by around 15% and that AI-powered drones cut maintenance downtime [2]. Socially, most crews welcome helpers (like drones or remote sensors) that make work safer or easier. But for now, many tasks still depend on human judgment, teamwork and problem-solving.
In short, rig work is only partly automated: machines help review data and monitor pipelines, but human skill in fixing equipment and adapting to surprises remains crucial [1] [2].

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Median Wage
$47,510
Jobs (2024)
46,000
Growth (2024-34)
+2.5%
Annual Openings
4,300
Education
No formal educational credential
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.
Walk flow lines to locate leaks, using electronic detectors and by making visual inspections, and repair the leaks.
Clean up spilled oil by bailing it into barrels.
Dismantle and repair oil field machinery, boilers, and steam engine parts, using hand tools and power tools.
Dig drainage ditches around wells and storage tanks.
Guide cranes to move loads about decks.
Dig holes, set forms, and mix and pour concrete into forms to make foundations for wood or steel derricks.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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