Somewhat Resilient
Last Update: 8/30/2026
AI Resilience Score for Roustabouts, Oil and Gas:
47.2%
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
Med
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
There are a reasonable number of sources for this result, but there is some disagreement between them.
Contributing sources
AI Resilience Report forRoustabouts, Oil and Gas
$46,960 median salary•4,100 annual openings•SOC Code: 47-5071.00
Roustabouts, Oil and Gas are somewhat less resilient to AI impacts than most occupations, according to our analysis of 5 sources.
Roustabout work is labeled "Somewhat Resilient" because automation is genuinely reshaping the most dangerous and repetitive parts of the job, like pipe handling and rig floor tasks, but the full switch still takes time and money, and plenty of unexpected field problems still need human judgment to solve. The bigger shift is that traditional roustabout slots are shrinking (U.S. oil and gas field employment hit near-record lows in 2026 even as production stayed high), so the career landscape is changing in a real and meaningful way.
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Roustabout work is labeled "Somewhat Resilient" because automation is genuinely reshaping the most dangerous and repetitive parts of the job, like pipe handling and rig floor tasks, but the full switch still takes time and money, and plenty of unexpected field problems still need human judgment to solve. The bigger shift is that traditional roustabout slots are shrinking (U.S. oil and gas field employment hit near-record lows in 2026 even as production stayed high), so the career landscape is changing in a real and meaningful way.
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View analysisChat with CoachLatest newsMore career infoAnalysisChatNewsMoreAnalysis of Current AI Resilience
Roustabouts, Oil and Gas
Updated Quarterly
How is AI changing Roustabouts, Oil and Gas jobs?
If you're worried about robots taking over roustabout work, here's the honest picture: automation is happening, but it's more of a slow shift than an overnight replacement. On land rigs, the biggest change is industrial robotic arms. According to Drilling Contractor magazine [1], NOV's ATOM RTX system has been deployed on Precision Drilling's AlphaARMS rig in Canada, where it automated 95% of rig floor activities and eliminated more than 70,000 manual "touchpoints" — the exact kind of pipe-handling, tailing, and stabbing work roustabouts and floorhands do.
H&P's FlexRobotics package began deploying on a Permian rig in 2025, aiming to move humans out of the dangerous "red zone." AI is also augmenting inspection tasks like walking flow lines: the Oil & Gas Journal [2] reports a McKinsey analysis finding AI can deliver real-time anomaly detection, closed-loop drilling automation, and predictive maintenance — potentially unlocking $230 billion in annual value across upstream operations. Oil & Gas 360 [3] explains that operators are now analyzing millions of sensor data points in real time to predict equipment failures before humans would spot them.
Sources
How fast is AI adoption growing for Roustabouts, Oil and Gas?
Adoption is speeding up because the money and safety math both favor it. OilPrice.com [4] reports U.S. oil and gas extraction employment fell to 114,500 in June 2026 — the second-lowest June on record — even as production hit near-record highs, with automation and mergers as the main drivers; the article specifically notes that "roustabout and wellhead labor" jobs are disappearing fastest while automation-tech roles go unfilled. The Society of Petroleum Engineers' JPT [5] confirms AI is now reshaping day-to-day field operations across the industry, not just back-office work.
Still, adoption has real brakes: robotic systems are expensive to install, they must survive brutal offshore and desert conditions, and safety regulations require careful testing. Drilling Contractor also notes that many rig-floor processes stay manual "because humans are tough to replace" when unexpected problems come up. The good news for young workers: the same trends creating fewer traditional roustabout slots are creating better-paying jobs for electricians, robotics technicians, and data specialists who can keep these systems running — and hands-on judgment, troubleshooting, and teamwork in tough conditions remain skills machines still can't match.
Sources
Will AI replace Roustabouts, Oil and Gas?
Not entirely. We think AI will take over some tasks, but not the whole job.
Roustabout work is changing fast, and we won't sugarcoat it. Robotic systems like NOV's ATOM RTX have already automated 95% of rig floor activities on some rigs, handling the pipe-handling and stabbing work that used to define the job [1]. U.S. oil and gas extraction employment hit near-record lows in June 2026 even as production climbed, with roustabout and wellhead labor jobs disappearing fastest [4]. That's why we gave this career a 47.2% AI Resilience Score, landing it in "Somewhat Resilient" territory.
But replacement isn't the same as elimination. Robotic systems are expensive, they struggle in brutal field conditions, and unexpected problems still need human judgment and troubleshooting [1]. AI is also reshaping operations rather than simply cutting headcount, with real-time sensor analysis and predictive maintenance becoming standard tools across field work [3].
The bigger story is a shift in what skills pay off. The same trends reducing traditional roustabout slots are opening better-paying roles for people who can maintain robotics and interpret data. If you're entering this field, building mechanical and technical skills alongside your physical ones is the move that keeps you ahead.
Sources
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Latest AI news for Roustabouts, Oil and Gas
These articles provide valuable insights for students pursuing careers as roustabouts in the oil and gas industry. While AI technology is advancing, it shows minimal impact on roustabout jobs, with an AI risk score of just 8/100, indicating that many physical tasks remain beyond AI’s capabilities. For instance, "AI in Oil and Gas" highlights how technology can enhance safety and reduce repetitive tasks without replacing crews. This suggests that roustabouts can expect a stable career path, emphasizing the importance of adaptability and continuous learning in a changing technological landscape.
AI in Oil and Gas: Why Technology Won't Replace Our Crews
bjkadrmasinc.com • 9/20/2026
Mar 19, 2026 — Will AI in oil and gas replace your job? No! Discover how smart technology protects crews, cuts busywork, and empowers our engineers.
Will AI Replace Roustabout, Oil and Gas Jobs?
jobzonerisk.com • 9/20/2026
Will AI Replace Roustabout, Oil and Gas Jobs? Also known as: Roughneck ... AI adoption in oil and gas directly reduces the number of roustabouts needed. Read more
Artificial Intelligence Jobs
www.rigzone.com • 9/20/2026
Artificial Intelligence Jobs on Rigzone.com. Lead AI Engineer, AI Solutioning Consultant, Senior Data Scientist, Applications Engineer ...
Roustabouts, Oil and Gas: AI Risk Score 8/100
www.willaitakemyjob.app • 9/20/2026
Roustabouts, Oil and Gas is among the least exposed roles in Construction & Trades. Most of what the job involves still sits outside what current AI can do, ... Read more
Roustabouts, Oil and Gas: AI Job Risk & Exposure
aijobriskcheck.com • 9/20/2026
Jul 31, 2026 — Roustabouts in oil and gas face minimal exposure to current AI. The work centers on physical tasks like tightening pipes and casing, dismantling ... Read more
More Career Info
Career: Roustabouts, Oil and Gas
They help keep oil and gas operations running smoothly by assembling equipment, maintaining machinery, and cleaning work areas.
Parent Careers
Employment & Wage Data
Median Wage
$46,960
Jobs (2025)
45,500
Growth (2025-35)
+3.6%
Annual Openings
4,100
Education
No formal educational credential
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2025-2035
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Dismantle and repair oil field machinery, boilers, and steam engine parts, using hand tools and power tools.
2
Dig holes, set forms, and mix and pour concrete into forms to make foundations for wood or steel derricks.
3
Lay gas and oil pipelines.
4
Bolt together pump and engine parts.
5
Supply equipment to rig floors as requested and provide assistance to roughnecks.
6
Unscrew or tighten pipes, casing, tubing, and pump rods, using hand and power wrenches and tongs.
7
Dig drainage ditches around wells and storage tanks.
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.
