Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders
Also called: Blender, Cellar Worker, Machine Tender, PasteurizerSet 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.
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What the data says: AI could halve the time on 3 of its 20 tasks, and jobs are projected to shrink 5.7% by 2035. How to think about this →
About this projection
BLS builds AI into its projections where the research supports it: “BLS generally applies adjustments based on this research conservatively, where there is convincing evidence for a change.”
It also notes a limit: “BLS projection methods are not designed to capture extremely rapid technological change.”
On its AI exposure groups, BLS says exposure “does not imply job loss.”
Recent conditions
- In 2024, 3.4% of people in this work were unemployed, against 3.8% across all occupations Census ACS 2024, all workers in the Census group “Chemical processing machine setters, operators, and tenders”
- From Sep 2025 to Aug 2026, 8.4 hires for every 10 job openings in nondurable goods manufacturing, which employs about 79% of people in this work, against 7.3 across all industries BLS JOLTS
One box per opening, filled for each hire; hires beyond the openings are added in a lighter shade. Higher can mean openings get filled, or that people leave often; lower, that jobs go unfilled, or hiring is slow.8.4 this industry7.3 all industries
Median pay by state BLS OEWS May 2025, state estimates
Tap a state for its figures.
Median pay in every state
| State | Median | Middle half earn | Jobs |
|---|---|---|---|
| Alabama | $46,970 | $40,260 to $55,430 | 140 |
| Alaska | $48,000 | $46,670 to $62,470 | 100 |
| Arizona | $57,820 | $46,900 to $61,870 | 970 |
| Arkansas | $41,720 | $36,330 to $48,330 | 500 |
| California | $52,910 | $44,970 to $71,510 | 14,210 |
| Colorado | $49,590 | $43,020 to $64,090 | 1,970 |
| Connecticut | $50,370 | $45,980 to $61,180 | 310 |
| Delaware | $47,520 | $42,350 to $57,750 | 110 |
| Florida | $49,610 | $38,950 to $75,560 | 1,150 |
| Georgia | $55,500 | $43,960 to $80,140 | 1,210 |
| Hawaii | $51,070 | $43,070 to $62,360 | 160 |
| Idaho | $52,160 | $48,270 to $60,370 | 780 |
| Illinois | $48,440 | $35,930 to $60,200 | 780 |
| Indiana | $53,990 | $47,870 to $57,910 | 1,510 |
| Iowa | $52,220 | $46,330 to $60,880 | 1,090 |
| Kansas | $48,790 | $43,650 to $65,550 | 450 |
| Kentucky | $58,770 | $49,720 to $61,020 | 1,500 |
| Louisiana | $58,640 | $45,580 to $72,170 | 770 |
| Maine | $57,190 | $49,610 to $60,390 | 430 |
| Maryland | $55,580 | $47,440 to $69,880 | 580 |
| Massachusetts | $48,970 | $46,080 to $60,530 | 510 |
| Michigan | $49,480 | $39,840 to $56,860 | 2,230 |
| Minnesota | $57,190 | $49,270 to $61,580 | 1,810 |
| Mississippi | $43,890 | $36,360 to $55,920 | 100 |
| Missouri | $49,290 | $38,660 to $59,730 | 1,590 |
| Montana | $47,920 | $41,660 to $57,820 | 340 |
| Nebraska | $47,080 | $40,770 to $58,600 | 1,050 |
| Nevada | $62,960 | $47,590 to $82,210 | 270 |
| New Hampshire | $60,340 | $51,300 to $64,080 | 590 |
| New Jersey | $58,140 | $47,240 to $78,840 | 930 |
| New Mexico | $41,370 | $36,820 to $49,210 | 370 |
| New York | $55,990 | $47,840 to $64,880 | 3,490 |
| North Carolina | $49,140 | $43,640 to $61,230 | 1,310 |
| North Dakota | $59,390 | $53,550 to $63,380 | 270 |
| Ohio | $47,640 | $40,440 to $56,790 | 1,470 |
| Oklahoma | $49,440 | $39,230 to $63,330 | 260 |
| Oregon | $50,160 | $44,050 to $60,380 | 1,340 |
| Pennsylvania | $48,390 | $38,650 to $58,230 | 2,150 |
| Puerto Rico | $32,000 | $28,330 to $37,720 | 90 |
| Rhode Island | $46,710 | $38,340 to $55,730 | 140 |
| South Carolina | $49,320 | $38,900 to $58,770 | 470 |
| South Dakota | $50,780 | $44,240 to $58,430 | 270 |
| Tennessee | $50,470 | $37,890 to $56,870 | 2,450 |
| Texas | $46,910 | $39,940 to $57,770 | 1,460 |
| Utah | $46,600 | $40,080 to $57,670 | 480 |
| Vermont | $53,570 | $47,520 to $61,130 | 230 |
| Virginia | $59,480 | $47,940 to $78,400 | 2,130 |
| Washington | $56,160 | $46,590 to $64,630 | 1,560 |
| West Virginia | $35,870 | $26,880 to $47,890 | 110 |
| Wisconsin | $60,100 | $46,600 to $76,750 | 1,520 |
| Wyoming | $108,900 | $61,760 to $114,510 | 410 |
Nationally: $51,610. Shades run from the lowest state median to the highest; a territory below that range takes the lightest. How to read this
How AI touches the work
What AI could speed up, task by task, and where people already use it.
AI could halve the time on 3 of its 20 tasks
| AI rating | Its main tasks | Share of Claude conversations May 2026 |
|---|---|---|
| Not much | Inspect machines or equipment for hazards, operating efficiency, malfunctions, wear, or leaks. | Not published |
| Not much | Set up or adjust machine controls to regulate conditions such as material flow, temperature, or pressure. | Not published |
| Not much | Collect samples of materials or products for laboratory analysis. | Not published |
| Not much | Monitor material flow or instruments, such as temperature or pressure gauges, indicators, or meters, to ensure optimal processing conditions. | Not published |
| AI + software | Communicate processing instructions to other workers. | Not published |
| AI + software | Examine samples to verify qualities such as clarity, cleanliness, consistency, dryness, or texture. | Not published |
See all 20 tasks
| Not much | Operate machines to process materials in compliance with applicable safety, energy, or environmental regulations. | Not published |
| Not much | Turn valves or move controls to admit, drain, separate, filter, clarify, mix, or transfer materials. | Not published |
| AI + software | Maintain logs of instrument readings, test results, or shift production for entry in computer databases. | Not published |
| Not much | Test samples to determine viscosity, acidity, specific gravity, or degree of concentration, using test equipment such as viscometers, pH meters, or hydrometers. | Not published |
| Not much | Start agitators, shakers, conveyors, pumps, or centrifuge machines. | Not published |
| Not much | Clean or sterilize tanks, screens, inflow pipes, production areas, or equipment, using hoses, brushes, scrapers, or chemical solutions. | Not published |
| Not much | Turn valves to pump sterilizing solutions or rinse water through pipes or equipment or to spray vats with atomizers. | Not published |
| Not much | Dump, pour, or load specified amounts of refined or unrefined materials into equipment or containers for further processing or storage. | Not published |
| Not much | Install, maintain, or repair hoses, pumps, filters, or screens to maintain processing equipment, using hand tools. | Not published |
| Not much | Remove clogs, defects, or impurities from machines, tanks, conveyors, screens, or other processing equipment. | Not published |
| Not much | Measure or weigh materials to be refined, mixed, transferred, stored, or otherwise processed. | Not published |
| Not much | Connect pipes between vats and processing equipment. | Not published |
| Not much | Assemble fittings, valves, bowls, plates, disks, impeller shafts, or other parts to prepare equipment for operation. | Not published |
| Not much | Remove full containers from discharge outlets and replace them with empty containers. | Not published |
Ordered by how important O*NET's respondents rate each task (1 to 5) times the share who say it is part of their job. The ordering is ours. 0 of the 20 have a published share of Claude conversations; “not published” means too few conversations for Anthropic to publish a figure.
Where people already use AI
The tasks above say what AI could speed up. This shows what people are using it for. Its 20 tasks fall under 20 work activities that many occupations share, and Microsoft counted how often each one came up in 200,000 conversations with its Copilot assistant in 2024.
| Work activity | This occupation's tasks under it | People asked AI for help in 10,000 conversations |
AI did it for them in 10,000 conversations |
|---|---|---|---|
| Adjust equipment to ensure adequate performance | |||
| Maintain tools or equipment | |||
| Test characteristics of materials or products | |||
| Operate pumping systems or equipment | |||
| Operate industrial processing or production equipment | |||
| Set up equipment | |||
| Communicate with others about operational plans or activities | |||
| Maintain safety or security |
Show all 20 activities
| Connect components or supply lines to equipment or tools | |||
| Measure physical characteristics of materials, products, or equipment | |||
| Position tools or equipment | |||
| Clean tools, equipment, facilities, or work areas | |||
| Maintain operational records | |||
| Assemble equipment or components | |||
| Repair tools or equipment | |||
| Monitor equipment operation | |||
| Inspect commercial, industrial, or production systems or equipment | |||
| Collect samples of products or materials | |||
| Assess compliance with environmental standards or regulations | |||
| Load products, materials, or equipment for transportation or further processing |
How to read this
Work activities come from O*NET, which links every task to the broader activities it involves. Microsoft's figures are for the activity across everyone who used Copilot, not for separating, filtering, clarifying, precipitating, and still machine setters, operators, and tenders specifically. Copilot is a general chat assistant; dedicated coding tools are not included, so programming help is under-counted here. Activities are listed by how many of this occupation's tasks fall under them.
The task ratings say whether AI could halve the time a task takes: on its own (“AI alone”), or with software built on it (“AI + software”). They were made by people in 2023 (Eloundou et al.). Claude's share is the task's share of all Claude.ai conversations in May 2026; Anthropic doesn't publish a task with too few conversations. None of these add up to the BLS exposure group, which combines five research measures.
More in the Guide: task ratings · task order · work activities · Copilot figures · Claude
High exposure doesn't mean fewer jobs
BLS projects most occupations in its two most exposed groups to grow: 141 of 206 rated Very high and 165 of 206 rated High. Each dot is one of the 831 occupations BLS rates.
Career moves into and out of this occupation
From moves between occupations found in online resumes, 2002–2016. Career changes only: a first job after school isn't a move.
Where people moved next
of 8,744 moves out
- 1 Managers, All Other (2010 group) an older group BLS has since split; no exposure group today 7%
- 2 Chief Executives Very high +3.2% 7%
- 3 Heavy and Tractor-Trailer Truck Drivers Moderate +3.8% 4%
- 4 Production Workers, All Other (2010 group) an older group BLS has since split; no exposure group today 4%
- 5 Laborers and Freight, Stock, and Material Movers, Hand Low +1.8% 3%
Where people moved in from
of 7,650 moves in
- 1 Laborers and Freight, Stock, and Material Movers, Hand Low +1.8% 6%
- 2 Managers, All Other (2010 group) an older group BLS has since split; no exposure group today 5%
- 3 Production Workers, All Other (2010 group) an older group BLS has since split; no exposure group today 4%
- 4 Retail Salespersons Very high -0.3% 3%
- 5 Heavy and Tractor-Trailer Truck Drivers Moderate +3.8% 3%
Resumes over-represent younger, white-collar job-seekers and moves into management. Schubert, Stansbury and Taska (resume data).
Education and training for the occupation
Census survey (American Community Survey)
- 7% less than high school
- 26% high school
- 22% some college
- 13% associate's
- 24% bachelor's
- 5% master's
- 1% professional degree
Census ACS 2024, all workers in the Census group “Chemical processing machine setters, operators, and tenders” · 733 people surveyed.
Median pay by highest degree full-time, year-round · Census ACS 2024, all workers in the Census group “Chemical processing machine setters, operators, and tenders”
3 programs: Brewing Science, Viticulture and Enology and Zymology/Fermentation Science.
Jobs that require a credential BLS Occupational Requirements Survey 2023
BLS publishes no credential figures for this occupation.
Look up certifications, training and licenses U.S. Department of Labor
- Certification Finder ↗ certifications CareerOneStop lists for this occupation
- Training Finder ↗ schools and programs, nationwide; narrow the place there
- License Finder ↗ licenses by state
- Apprenticeship Finder ↗ DOL lists 8 registered apprenticeships in this occupation. Apprenticeship.gov can't be linked to one occupation, so search for “Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders” there.
These open in a new tab and send only the occupation's public code. More in the Guide
BLS AI exposure categories (Aug 2026) · BLS Employment Projections 2025–35 · O*NET 31.0 · Task ratings: Eloundou et al., Science (2024) · Microsoft "Working with AI" v1.1 · Anthropic Economic Index (2026-06-26) · Schubert, Stansbury and Taska · NCES CIP–SOC · Census ACS 2024 · BLS JOLTS
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