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AI exposure Production

Will AI replace plant and system operators?

Plant and System Operators, All Other. US occupation 51-8099.

0.0%

of the time plant and system operators spend on their work goes on tasks where AI is already being used to do that work.of plant and system operators' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for plant and system operatorsWhat plant and system operators no longer do alone

O*NET lists 19 tasks for plant and system operators. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

19 of the 19 tasks show no AI use at work in the data.

  • Assess the quality of biofuels additives for reprocessing.Core task
  • Calculate, measure, load, or mix refined feedstock used in biofuels production.Core task
  • Calibrate liquid flow devices and meters, including fuel, chemical, and water meters.Core task
  • Clean biofuels processing work area, ensuring compliance with safety regulations.Core task
  • Collect biofuels samples and perform routine laboratory tests or analyses to assess biofuels quality.Core task
  • Inspect biofuels plant or processing equipment regularly, recording or reporting damage and mechanical problems.Core task
Show the other 13
  • Measure and monitor raw biofuels feedstock.Core task
  • Monitor and record biofuels processing data.Core task
  • Monitor and record flow meter performance.Core task
  • Monitor batch, continuous flow, or hybrid biofuels production processes.Core task
  • Monitor stored biofuels products or secondary by-products until reused or transferred to users.Core task
  • Operate chemical processing equipment for the production of biofuels.Core task
  • Operate equipment, such as a centrifuge, to extract biofuels products and secondary by-products or reusable fractions.Core task
  • Operate valves, pumps, engines, or generators to control and adjust biofuels production.Core task
  • Perform routine maintenance on mechanical, electrical, or electronic equipment or instruments used in the processing of biofuels.Core task
  • Preprocess feedstock in preparation for physical, chemical, or biological fuel production processes.Core task
  • Process refined feedstock with additives in fermentation or reaction process vessels.Core task
  • Rebuild, repair, or replace biofuels processing equipment components.Core task
  • Coordinate raw product sourcing or collection.

How that compares

Among the 98 production occupations, plant and system operators rank 72. The group averages 0.8%, and its most exposed job is Computer Numerically Controlled Tool Programmers at 12.1%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Physics Teachers, Postsecondary 0.0%
  2. 346Pile Driver Operators 0.0%
  3. 346Pipelayers 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.