Somewhat Resilient
Last Update: 6/19/2026
AI Resilience Score for Petroleum Pump Operators:
36.8%
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%).
Low
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%).
Low
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.
This result is backed by strong agreement across multiple data sources.
Contributing sources
AI Resilience Report forPetroleum Pump System Operators, Refinery Operators, and Gaugers
$97,540 median salary•3,200 annual openings•SOC Code: 51-8093.00
Petroleum Pump System Operators, Refinery Operators, and Gaugers are somewhat less resilient to AI impacts than most occupations, according to our analysis of 7 sources.
This career is labeled "Somewhat Resilient" because AI is actively changing how refinery operators do their jobs, even if it is not replacing them outright. Tools like AI-powered control room assistants are now handling monitoring, forecasting problems, and optimizing production schedules, which means the routine data-logging and surveillance parts of this work are shifting toward human-AI teamwork rather than staying purely human.
Learn more about how you can thrive in this position
This role is somewhat resilient
This career is labeled "Somewhat Resilient" because AI is actively changing how refinery operators do their jobs, even if it is not replacing them outright. Tools like AI-powered control room assistants are now handling monitoring, forecasting problems, and optimizing production schedules, which means the routine data-logging and surveillance parts of this work are shifting toward human-AI teamwork rather than staying purely human.
Read full analysisLearn more about how you can thrive in this position
Analysis of Current AI Resilience
Petroleum Pump Operators
Updated Quarterly

How is AI changing Petroleum Pump Operators jobs?
Right now, AI in refineries is mostly being used to augment human operators rather than replace them. A clear example: Honeywell and TotalEnergies are running an AI-assisted control room pilot at the Port Arthur Refinery in Texas, where Experion Operations Assistant is an advanced AI-powered solution designed to transform the way operators monitor plant operations from the control room. Early results are striking — the AI-assisted solution has successfully forecasted five potential events, helping to minimize downtime and reduce emissions from flaring, with predictions made an average of 12 minutes in advance of an alarm incident.
BCG describes a broader shift in which AI agents can optimize refiners' production schedules, manage maintenance autonomously, and enhance operational reliability [1]. Inspection tasks — like checking pipelines and valves — are being augmented too, with AI-driven digital cameras helping with facility mapping and inspection reports on damaged equipment [2], and autonomous inspection robots emerging as a practical tool to improve safety [3] in hazardous areas. So data logging, monitoring, and pump coordination are getting smarter, while hands-on sampling and cleaning remain human work.
Sources

How fast is AI adoption growing for Petroleum Pump Operators?
Adoption is moving steadily but not overnight. The economics are attractive — BCG estimates that companies taking full advantage of AI could deliver incremental profits reaching 30% to 70% of EBIT over the next five years [1], and major vendors like Honeywell are now rolling AI into digital process and automation technologies for big projects like the Dangote refinery [4]. Labor conditions also push adoption forward: refining jobs pay well — petroleum and coal products manufacturing had 44,970 production workers in May 2024 and generally paid higher wages than all industries combined [5] — and as skilled labor becomes harder to source, operators are rethinking how hazardous facilities are monitored [3].
But safety regulations, the explosive nature of refinery work, and aging equipment slow things down. As one industry analysis notes, traditional optimisation methods must be revised, necessitating a shift to AI-driven solutions — but plants must balance this with environmental and safety responsibility. The good news for you: human judgment in emergencies, hands-on sampling, inspection, and physical maintenance still matter a lot.
AI is becoming a powerful co-pilot — not the captain — and operators who learn to work with these tools will be the most valuable in the refineries of the future.
Sources

Will AI replace Petroleum Pump Operators?
Not entirely. We think AI will take over some tasks, but not the whole job.
Our 36.8% AI Resilience Score signals real change ahead for this role. Refineries are already deploying AI to monitor operations, predict equipment problems, and optimize production schedules [1]. At the Port Arthur Refinery in Texas, an AI-assisted control room tool forecast five potential incidents an average of 12 minutes before an alarm, helping cut downtime and reduce emissions [4]. That kind of automated monitoring will steadily absorb the more routine data-logging and pump-coordination work operators do today.
What stays human is significant, though. Hands-on sampling, physical inspections, emergency response, and cleaning hazardous equipment still require a person on the ground. AI-driven inspection robots are emerging as safety tools [3], but they assist rather than replace the operator making judgment calls in a dangerous environment.
The harder truth is that the broader job market for this role is not strong, and the economic picture is constrained. Demand and earning flexibility both score low on our scorecard. That means the path forward is less about job security as it exists today and more about building skills around AI tools early, because operators who can work alongside these systems will be far more valuable than those who cannot.
Sources

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Latest AI news for Petroleum Pump Operators
These articles highlight how AI is transforming careers for Petroleum Pump System Operators, Refinery Operators, and Gaugers. For instance, the IntelliView AI systems enable quick leak detection, enhancing safety and reducing environmental risks. Additionally, AI tools are streamlining operations, leading to fewer operators needed per shift, which means adapting to new technologies is essential. Embracing these advancements will help students build resilience in their careers, as AI continues to shape the oil and gas industry.
Artificial intelligence and its performance impacts in the oil ...
www.sciencedirect.com • 6/20/2026
by MA AlAbdouli · 2025 · Cited by 2 — People are a key driver of AI realization in the O&G sector. Without the right skills, acceptance, and governance, even advanced technical systems may fail to ... Read more
Will AI Replace Petroleum Pump System Operators ...
jobzonerisk.com • 6/20/2026
AI-enhanced DCS/SCADA, advanced process control (APC), and autonomous control agents are compressing refinery operator headcount — fewer operators per shift ... Read more
How Oil & Gas Operators Are Using AI to Search Well Data ...
www.youtube.com • 6/20/2026
How AI is transforming process control in oil refineries
eureka.patsnap.com • 6/20/2026
Jun 19, 2025 — By processing historical and real-time data, AI can provide valuable insights, allowing refinery operators to make informed decisions quickly. Read more

IntelliView AI Camera Systems Enable Oil & Gas Operators to Detect, Visually Confirm, and Respond to Leaks in Under a Minute
energynow.com • 11/26/2021
Early detection of unintended hydrocarbon leaks is key to early response, and to avoiding or…
More Career Info
Career: Petroleum Pump System Operators, Refinery Operators, and Gaugers
They manage and control machines that turn oil into usable products, ensuring everything runs safely and efficiently.
Parent Careers
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Employment & Wage Data
Median Wage
$97,540
Jobs (2024)
34,900
Growth (2024-34)
-2.8%
Annual Openings
3,200
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
Task-Level AI Resilience Scores
AI-generated estimates of task resilience over the next 3 years
1
Coordinate shutdowns and major projects.
2
Conduct general housekeeping of units, including wiping up oil spills and performing general cleaning duties.
3
Calculate test result values, using standard formulas.
4
Inspect pipelines, tightening connections and lubricating valves as necessary.
5
Clean interiors of processing units by circulating chemicals and solvents within units.
6
Clamp seals around valves to secure tanks.
7
Perform tests to check the qualities and grades of products, such as assessing levels of bottom sediment, water, and foreign materials in oil samples, using centrifugal testers.
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.
