Mixing Machine Operators
Official O*NET title: Mixing and Blending Machine Setters, Operators, and Tenders (51-9023.00)
Also called: batchmaker, blender, blending technician, ink blender, issuing operator
Do you do this at work?
Answer each card — it takes about a minute.
Do you do this at work?
Record operational or production data on specified forms
Swipe right for yes, left for not me. On a keyboard: → yes, ← not me, Z undo. +2 XP per answer.
How AI is changing mixing machine operators work
1 of 18 measurable main tasks for this job show up in real AI-use data, so we rate it Green (little AI use yet) — 6%.
This shows where people already use AI, not whether the job will disappear. How we measure this.
Tasks in this job and recorded AI use
- Record operational or production data on specified forms (main task) — some recorded AI use
- Weigh or measure materials, ingredients, or products to make sure conformance to requirements (main task) — no recorded AI use
- Read work orders to determine production specifications or information (main task) — no recorded AI use
- Observe production or monitor equipment to make sure safe and efficient operation (main task) — no recorded AI use
- Mix or blend ingredients by starting machines and mixing for specified times (main task) — no recorded AI use
- Stop mixing or blending machines when specified product qualities are obtained and open valves and start pumps to transfer mixtures (main task) — no recorded AI use
- Compound or process ingredients or dyes, according to formulas (main task) — no recorded AI use
- Examine materials, ingredients, or products visually or with hands to make sure conformance to established standards (main task) — no recorded AI use
- Operate or tend machines to mix or blend any of a wide variety of materials (main task) — no recorded AI use
- Dump or pour specified amounts of materials into machinery or equipment (main task) — no recorded AI use
- Collect samples of materials or products for laboratory testing (main task) — no recorded AI use
- Unload mixtures into containers or onto conveyors for further processing (main task) — no recorded AI use
- Clean work areas (main task) — no recorded AI use
- Add or mix chemicals or ingredients for processing, using hand tools or other devices (main task) — no recorded AI use
- Tend accessory equipment (main task) — no recorded AI use
- Transfer materials, supplies, or products between work areas, using moving equipment or hand tools (main task) — no recorded AI use
- Clean and maintain equipment, using hand tools (main task) — no recorded AI use
- Dislodge and clear jammed materials or other items from machinery or equipment, using hand tools (main task) — no recorded AI use
- Test samples of materials or products to make sure compliance with specifications, using test equipment — no recorded AI use
- Open valves to drain slurry from mixers into storage tanks — no recorded AI use
Tasks: O*NET 31.0. AI use: Anthropic Economic Index (exact or close text match).
Your first steps (guidance)
- Week 1: Open a free AI assistant and say hello. Follow our “Getting started with AI” guide. Ask it one simple question about your work.
- Week 2: Use AI on one task you do often. Try the prompt for: “Record operational or production data on specified forms”.
Tick your own tasks above to get a plan based on what you really do. The first 2 weeks are free; Premium (coming soon) adds weeks 3–12. New to AI? Read our beginner’s guide.
Questions about AI and mixing machine operators
Will AI replace mixing machine operators?
Our data can’t predict job losses, and we don’t try to. What it does show: 1 of the 18 main tasks for this job match tasks people already use AI for (Anthropic Economic Index), giving a Green rating (little AI use yet). Using AI on a task is not the same as AI doing the whole job, and 19 of the 20 listed tasks show no recorded AI use yet.
Which mixing machine operator tasks is AI used for most?
In the data, the most AI use among this job’s tasks is for: record operational or production data on specified forms.
Which mixing machine operator tasks show little or no AI use?
For example: weigh or measure materials, ingredients, or products to make sure conformance to requirements; read work orders to determine production specifications or information; observe production or monitor equipment to make sure safe and efficient operation. These are good places to keep building your own skills.
How does this job compare to others?
In Microsoft Research’s “Working with AI” study, this job’s AI applicability score is equal to or higher than 25% of the occupations they scored. That measures overlap with AI chat use, not risk of job loss.
How can a mixing machine operator start learning AI?
Start small: open a free AI assistant, try it on one task you do often, and always check facts and numbers yourself. The plan on this page is guidance, not professional advice.
See how this job ranks
Mixing Machine Operators ranks #533 of 572 jobs for the share of main tasks with AI use (#1 = most), and #31 of 35 in Production & Plant. It’s in our top 50 jobs AI is least likely to replace.
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