Will AI replace Petroleum Pump System Operators, Refinery Operators, and Gaugers?

No exposure score can predict whether AI will replace this role. The 61/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role's task mix is automation-heavy, but it sits in the Elevated exposure band rather than our highest-exposure bands. That is only a partial match to the study's cohort, so the headline figure is context rather than a direct forecast for this role.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 exact occupation

Operate or control petroleum refining or processing units. May specialize in controlling manifold and pumping systems, gauging or testing oil in storage tanks, or regulating the flow of oil into pipelines.

Common titles

GaugerOperatorPumperRefinery OperatorBoard OperatorCrude Unit Operator

O*NET job-zone preparation

Job Zone 2 · Job Zone 1-2: Very Little to Some Preparation Needed Usually requires a high school diploma or GED, though some occupations may not. Some occupations may need little or no previous experience; others require several months to a year of experience.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Operation and ControlMonitoringReading ComprehensionComplex Problem SolvingSpeakingCritical Thinking

Work context

Frequent contact with othersConsequence of errorIndoor controlled settingRepeating tasksDecision latitude

Source: O*NET 29.1 exact occupation - Petroleum Pump System Operators, Refinery Operators, and Gaugers, SOC 51-8093.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

Petroleum Pump System Operators, Refinery Operators, and Gaugers tasks, by AI exposure

We analyzed all 20 Petroleum Pump System Operators, Refinery Operators, and Gaugers tasks - 20 automatable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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