How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Record operational data, personnel attendance, or meter and gauge readings on specified forms.69
- Add chemicals, such as ammonia, chlorine, or lime, to disinfect and deodorize water and other liquids.69
- Direct and coordinate plant workers engaged in routine operations and maintenance activities.64
- Operate and adjust controls on equipment to purify and clarify water, process or dispose of sewage, and generate power.63
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Inspect equipment or monitor operating conditions, meters, and gauges to determine load requirements and detect malfunctions.01
- Record operational data, personnel attendance, or meter and gauge readings on specified forms.02
- Add chemicals, such as ammonia, chlorine, or lime, to disinfect and deodorize water and other liquids.03
- Operate and adjust controls on equipment to purify and clarify water, process or dispose of sewage, and generate power.04
- Collect and test water and sewage samples, using test equipment and color analysis standards.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Chemical Plant and System Operators
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Compare these careers →Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Related work
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Related work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
