Career Explorer Production

Human edge, steady

Separating, filtering, clarifying, precipitating, and still machine setters, operators, and tenders

Set up, operate, or tend continuous flow or vat-type equipment; filter presses; shaker screens; centrifuges; condenser tubes; precipitating, fermenting, or evaporating tanks; scrubbing towers; or batch stills. These machines extract, sort, or separate liquids, gases, or solids from other materials to recover a refined product. Includes dairy processing equipment operators.

47
AI Resistance Index 47 of 99

In the middle of the pack: more resilient than 47% of the 831 careers we score. AI exposure is low (the Bureau of Labor Statistics rates it moderate), and US jobs are projected to change by -5.7% by 2035, expected to shrink. The work leans on physical dexterity.

AI struggles with much of this work. Hiring is expected to grow slower than average, or to shrink.

Median pay (2025)
$51,610
Job growth to 2035
-5.7%
Openings a year
5,200
People doing it (2025)
61,400
Usual route in
High school diploma, then moderate on-the-job training

Where people already use AI for this work

  • Adjust equipment to ensure adequate performance
  • Maintain safety or security
  • Communicate with others about operational plans or activities

From Microsoft Research, Working with AI (2025).

Work AI rarely helps with

  • Operate industrial processing or production equipment
  • Operate pumping systems or equipment
  • Test characteristics of materials or products

What the work looks like

  • Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions.
  • Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks.
  • Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure.
  • Collect samples of materials or products for laboratory analysis.
  • Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations.

From O*NET 31.0, US Department of Labor.

What the Bureau of Labor Statistics expects

  • Fewer of these jobs, as automation increases in beverage manufacturing to improve quality.
  • Fewer of these jobs, as automation increases in chemical manufacturing to improve quality.

Careers using similar strengths, with a stronger outlook

Also known as: Blender, Cellar Worker, Machine Tender, Pasteurizer, Brewer, Digester Cook, Paper Machine Tender, Plant Operator.

Is this career on your child's list?

Build a free Career Playbook matched to your child, or get a 90-day Action Plan with dated next steps, written for your child by name.

Build a free Playbook See the plans

Sources: US Bureau of Labor Statistics Employment Projections 2025 to 2035; O*NET 31.0; Microsoft Research (2025); Anthropic Economic Index (2026); Eloundou and colleagues (Science, 2024); Felten, Raj and Seamans (2023). How we score. Updated 12 October 2026.