Changing fast

Last Update: 2/17/2026

Your role’s AI Resilience Score is

28.5%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium

What does this resilience result mean?

These roles are undergoing rapid transformation. Entry-level tasks may be automated, and career paths may look different in the near future.

AI Resilience Report for

Pump Operators, Except Wellhead Pumpers

They control and manage pumps to move oil, gas, or other liquids safely through pipelines or into storage tanks.

This role is changing fast

The career of pump operators is labeled as "Changing fast" because many routine tasks, like monitoring gauges and recording data, are being automated by advanced computer systems and AI tools. These technologies handle steady monitoring and can even predict maintenance needs, reducing the need for humans to do these tasks manually.

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This role is changing fast

The career of pump operators is labeled as "Changing fast" because many routine tasks, like monitoring gauges and recording data, are being automated by advanced computer systems and AI tools. These technologies handle steady monitoring and can even predict maintenance needs, reducing the need for humans to do these tasks manually.

Read full analysis

Contributing Sources

We aggregate scores from multiple models and supplement with employment projections for a more accurate picture of this occupation’s resilience. Expand to view all sources.

AI Resilience

AI Resilience Model v1.0

AI Task Resilience

Learn about this score
Changing fast iconChanging fast

16.0%

16.0%

Microsoft's Working with AI

AI Applicability

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Evolving iconEvolving

52.6%

52.6%

Will Robots Take My Job

Automation Resilience

Learn about this score
Changing fast iconChanging fast

18.2%

18.2%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

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Growth Rate (2024-34):

2.6%

Growth Percentile:

48.1%

Annual Openings:

1,500

Annual Openings Pct:

17.1%

Analysis of Current AI Resilience

Pump Operators

Updated Quarterly • Last Update: 2/17/2026

Analysis
Suggested Actions
State of Automation

What's changing and what's not

Pump operator jobs involve tasks like checking gauges, recording amounts pumped, and turning valves. Today much of the data-logging and monitoring is handled by computer systems. For example, many pump stations use SCADA (supervisory control) software and sensors that automatically record flow rates, pressures, and tank levels [1] [2].

This means operators don’t have to write down every number by hand. AI and analytics tools can even look at this data to predict problems. Research shows that predictive maintenance systems use pump data to warn of failures before they happen [3] [4].

In some cases robots travel inside pipelines to inspect the line or collect fluid samples automatically [5] [5]. These technologies augment operators by doing routine checks and spotting issues early.

However, most pipelines still rely on people for physical and judgment-based work. Tasks like connecting hoses, managing complicated schedules, or making quick safety decisions remain mainly manual. New AI tools help with routine flows and alerts, but humans still interpret unusual situations.

In short, today’s pump operators work alongside smarter machines: computers handle steady monitoring and data analysis, while people handle hands-on tasks and use their experience to make decisions.

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AI Adoption

AI in the real world

Oil and gas companies are interested in using AI because it can save energy and prevent breakdowns [4] [3]. Big firms report that “key players” in energy and water industries already use AI on pump data to improve efficiency and plan maintenance [4]. Research also notes that pipeline inspection robots “have been widely adopted” in oil and gas for checking equipment [5].

This shows there is industry momentum for automation.

On the other hand, adopting full AI control is gradual. Upgrading a pump system requires investment in sensors, software, and training. One pipeline company found that installing a new SCADA system made the network “more flexible, easier-to-deploy… and adapt to changes” [1], but such projects take time and money.

Labor costs for pump operators are moderate, and companies must trust machines with safety. Because pipelines carry hazardous materials, firms often keep people in the loop for critical steps.

In the end, automation tends to take over routine work first – logging data, basic monitoring, and simple controls – while leaving complex or unpredictable tasks to people. Young workers can stay valuable by learning to work with these tools: operators who understand the AI and use their problem-solving skills will help their teams. Machines may handle the numbers, but human judgment and care will still be needed to ensure pumps run safely and smoothly [3] [4].

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More Career Info

Career: Pump Operators, Except Wellhead Pumpers

Employment & Wage Data

Median Wage

$60,020

Jobs (2024)

13,100

Growth (2024-34)

+2.6%

Annual Openings

1,500

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

70% ResilienceCore Task

Collect and deliver sample solutions for laboratory analysis.

2

60% ResilienceCore Task

Read operating schedules or instructions or receive verbal orders to determine amounts to be pumped.

3

55% ResilienceCore Task

Connect hoses and pipelines to pumps and vessels prior to material transfer, using hand tools.

4

50% ResilienceCore Task

Plan movement of products through lines to processing, storage, and shipping units, using knowledge of interconnections and capacities of pipelines, valve manifolds, pumps, and tankage.

5

50% ResilienceCore Task

Tend auxiliary equipment such as water treatment and refrigeration units, and heat exchangers.

6

45% ResilienceCore Task

Clean, lubricate, and repair pumps and vessels, using hand tools and equipment.

7

45% ResilienceSupplemental

Add chemicals and solutions to tanks to ensure that specifications are met.

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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