Headline risk
14%
Low RiskSeparating, filtering, clarifying, precipitating, and still machine setters, operators, and tenders
United States AI Work Index tracks this occupation on the shared structural baseline and then layers on local demand resilience, wages, and confidence.
Why This Score
Weighted task overlap from O*NET
Median annual from BLS OEWS
BLS employment projections
O*NET job zone level
Occupation profile
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.
Task evidence
100% weighted task match · 0% effective coverage
Method contract
structural_pressure = exposure × (1 - bottleneck)
headline_risk = structural_pressure × (1 - country_demand_resilience)
United States Now
Median Wage
USD 49,500
Employment 2024
54.4K
Projected Change
-4.3%
Openings
5.4K
Wage distribution
Demand outlook
Projections published, but no prose outlook available.
Role Profile
Tasks
- 1. Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions. AI 0%
- 2. Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure. AI 0%
- 3. Turn valves or move controls to admit, drain, separate, filter, clarify, mix, or transfer materials. AI 0%
- 4. Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations. AI 0%
- 5. Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks. AI 0%
- 6. Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture. AI 0%
Technologies
Requirements
Work context
Worker profile
Median age 40.6 · 55K employed
Under 25: 4% · 25–54: 80% · 55+: 16%
Related
No direct US role match is available yet for this occupation.
Source coverage
11/11 source families · O*NET 30.2 / OEWS 2024 / ORS 2025 / OOH 2025-08-28 / Projections 2024-34 / CPS 2025 / Anthropic task penetration
Mapping quality
title_match · employment series present
Narrative & sources
Published limitations
This page shows the local country layer, not realised individual job outcomes. The global structural baseline is shared across countries; only the local demand and wage layer changes here.
Built from O*NET occupation descriptions, task statements, technology skills, work context, Job Zones, Anthropic task penetration, BLS OEWS wages, BLS projection tables, BLS ORS requirements, BLS OOH narrative content, BLS skills data, and BLS CPS occupation age tables.