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How a rolling machine setter / operator / tender / metal / plastic can use AI, task by task

O*NET 51-4023.00: Rolling Machine Setters, Operators, and Tenders, Metal and Plastic19 tasksJob Zone 2: Some preparation

Set up, operate, or tend machines to roll steel or plastic forming bends, beads, knurls, rolls, or plate, or to flatten, temper, or reduce gauge of material.

Type your own title and every prompt on this page updates to match. Also called: Breakdown Mill Operator, Calender Operator, Cold Mill Operator, Machine Operator, Mill Operator, Rolling Mill Operator, Roughing Mill Operator, Temper Mill Operator, Tube Mill Operator, Weld Mill Operator.

Where AI fits in this job

AI-ready 9%AI-assist 16%Stays human 75%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 2 AI-ready, 3 AI-assist and 14 human-led tasks out of 19. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

AI can draft these 2

AI produces a usable first pass. You review it, fix it and own it.

Calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.

Several times a day

AI drafts the plan, schedule or checklist for you to adjust.

Show prompt & steps

Describe the goal, the people and the constraints, and AI drafts the plan, schedule or checklist. You adjust it to what you know about real life on the ground.

Ready-to-use prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to calculate draft space and roll speed for each mill stand to plan rolling sequences and specified dimensions and tempers.

Context: The work draws on mechanical, production and processing and education and training.
Product: [describe]
Volume and standards: [quantity, rates]

Calculate material, equipment and labour needed with formulas. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Production requirements

Step 1Pick a real example: the next time you calculate draft space.
Step 2Fill in [Product] and [Volume and standards] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.1/5 · core task · O*NET work activity: Calculate specific material, equipment, or labor requirements for production..

Record mill production on schedule sheets.

Several times a day

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to record mill production on schedule sheets.

Operation: [kitchen, production line, security desk]
Data to record: [quantities, times, readings, items issued]

Design a log format and draft today's entries from my notes. Mark gaps with [CHECK]. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Production log entry

Step 1Pick a real example: the next time you record mill production.
Step 2Fill in [Operation] and [Data to record] with the real details, then run the prompt.
Step 3Check entries against counts or readings before signing.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.8/5 · core task · O*NET work activity: Record operational or production data..

AI can help you prep these 3

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.

Several times a day

AI gives you a first-pass summary; you still read the key parts.

Show prompt & steps

AI can pull out the key points and questions to look for. Use it as a first pass, then look closely yourself.

Ready-to-use prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to read rolling orders, blueprints, and mill schedules to determine setup specifications, work sequences, product dimensions, and installation procedures.

Context: The work draws on mechanical, production and processing and education and training.
Work order or spec: [paste or type the order, part numbers, drawing notes]
What I'm making: [product or job]

List the materials, parts, quantities and specifications this order calls for, as a checklist. Flag tolerances, unclear items, and anything I should confirm with the supervisor before starting.

10-minute exercise: Pull materials from a work order

Step 1Pick a real example: the next time you read rolling orders, blueprints and mill schedules.
Step 2Type it into [Work order or spec] and say what it's for in [What I'm making].
Step 3Tick the checklist against the actual order and drawing. Ask about every unclear item before cutting or ordering.

Remove names and private details before pasting, and check your employer's rules on what you can share with AI tools.

Importance 4.3/5 · core task · O*NET work activity: Read work orders or other instructions to determine product specifications or materials requirements.. Also involves: Review blueprints or other instructions to determine operational methods or sequences.; Study blueprints or other instructions to determine equipment setup requirements..

Direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.

Weekly

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to direct and train other workers to change rolls, operate mill equipment, remove coils and cobbles, and band and load material.

Context: The work draws on mechanical, production and processing and education and training.
Equipment or procedure: [describe]
Workers: [describe]

Plan a demonstration, practice and safety check. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Equipment instruction

Step 1Pick a real example: the next time you direct and train other workers to change rolls, operate mill (this week).
Step 2Fill in [Equipment or procedure] and [Workers] with the real details, then run the prompt.
Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 3.7/5 · core task · O*NET work activity: Instruct workers to use equipment or perform technical procedures.. Also involves: Direct operational or production activities..

Select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.

Daily

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to select rolls, dies, roll stands, and chucks from data charts to form specified contours and to fabricate products.

Context: The work draws on mechanical, production and processing and education and training.
Product: [part, rod, extrusion]
Specs: [dimensions, materials]

Recommend dies, nozzles or tooling with setup notes. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Tooling selection

Step 1Pick a real example: the next time you select rolls and dies (today).
Step 2Fill in [Product] and [Specs] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 4.1/5 · O*NET work activity: Select production equipment according to product specifications..

These stay human 14

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Contact with others: contact with others most of the time · Standing: more than half the time · Using hands on tools and objects: more than half the time

Adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to adjust and correct machine set-ups to reduce thicknesses, reshape products, and eliminate product defects.

Context: The work draws on mechanical, production and processing and education and training.
Machine: [bending, coiling, swaging]
Part: [specs]

List setup and first-piece checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Forming machine operation

Step 1Pick a real example: the next time you adjust and correct machine set-ups.
Step 2Fill in [Machine] and [Part] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.6/5 · core task · O*NET work activity: Operate metal or plastic forming equipment..

Monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.

Several times a day

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to monitor machine cycles and mill operation to detect jamming and to ensure that products conform to specifications.

Context: The work draws on mechanical, production and processing and education and training.
Line or machine: [describe]
Common problems: [jams, spills, leaks, plugging]

Make a one-page sheet: what each problem looks or sounds like early, what to do first, and when to stop the line. Add a shift log.

10-minute exercise: Malfunction spotting sheet

Step 1Pick a real example: the next time you monitor machine cycles and mill operation.
Step 2Fill in [Line or machine] and list [Common problems] you've seen.
Step 3Post the sheet at your station and update it after each incident.

Importance 4.6/5 · core task · O*NET work activity: Watch operating equipment to detect malfunctions..

Examine, inspect, and measure raw materials and finished products to verify conformance to specifications.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to examine, inspect, and measure raw materials and finished products to verify conformance to specifications.

Context: The work draws on mechanical, production and processing and education and training.
Part: [describe]
Tolerances: [from drawing]
Instruments: [micrometer, gauges]

Make an inspection plan and record sheet. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Dimensional inspection

Step 1Pick a real example: the next time you examine, inspect, and measure raw materials and finished products.
Step 2Fill in [Part], [Tolerances] and [Instruments] with the real details, then run the prompt.
Step 3Use the record sheet on the next part.

Importance 4.4/5 · core task · O*NET work activity: Measure dimensions of completed products or workpieces to verify conformance to specifications.. Also involves: Inspect metal, plastic, or composite products..

Manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.

Several times a day

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to manipulate controls and observe dial indicators to monitor, adjust, and regulate speeds of machine mechanisms.

Context: The work draws on mechanical, production and processing and education and training.
Equipment: [what I monitor]
Normal operation: [readings, sounds, outputs that mean it's fine]

Make a monitoring routine: what to check and how often, early warning signs, what to do for each, and a short log template.

10-minute exercise: Equipment watch routine

Step 1Pick a real example: the next time you manipulate controls.
Step 2Fill in [Equipment] and [Normal operation] with the real details, then run the prompt.
Step 3Use the routine for a week and keep the log. Confirm the rules against the current official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.3/5 · core task · O*NET work activity: Monitor equipment operation to ensure proper functioning.. Also involves: Operate metal or plastic forming equipment..

Start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to start operation of rolling and milling machines to flatten, temper, form, and reduce sheet metal sections and to produce steel strips.

Context: The work draws on mechanical, production and processing and education and training.
Machine: [bending, coiling, swaging]
Part: [specs]

List setup and first-piece checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Forming machine operation

Step 1Pick a real example: the next time you start operation of rolling and milling machines.
Step 2Fill in [Machine] and [Part] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.5/5 · core task · O*NET work activity: Operate metal or plastic forming equipment..

Position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to position, align, and secure arbors, spindles, coils, mandrels, dies, and slitting knives.

Context: The work draws on mechanical, production and processing and education and training.
Equipment: [machine]
Tooling: [jigs, blades, dies]

List changeover steps, settings and first-off checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Tooling changeover

Step 1Pick a real example: the next time you position, align, and secure arbors, spindles and coils.
Step 2Fill in [Equipment] and [Tooling] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.0/5 · core task · O*NET work activity: Mount attachments or tools onto production equipment..

Set distance points between rolls, guides, meters, and stops, according to specifications.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to set distance points between rolls, guides, meters, and stops, according to specifications.

Context: The work draws on mechanical, production and processing and education and training.
Equipment: [machine, lock system]
Specs: [clearances, positions]

List set-up steps and measurements. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Set guides and clearances

Step 1Pick a real example: the next time you set distance points (today).
Step 2Fill in [Equipment] and [Specs] with the real details, then run the prompt.
Step 3Measure each clearance against the spec before running.

Importance 4.1/5 · core task · O*NET work activity: Set equipment guides, stops, spacers, or other fixtures..

Thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.

Several times a day

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to thread or feed sheets or rods through rolling mechanisms, or start and control mechanisms that automatically feed steel into rollers.

Context: The work draws on mechanical, production and processing and education and training.
Equipment: [conveyor, mill, roller]
Material: [describe]

List start-up, feeding and jam prevention steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Feeding the line

Step 1Pick a real example: the next time you thread or feed sheets or rods.
Step 2Fill in [Equipment] and [Material] with the real details, then run the prompt.
Step 3Keep hands clear and follow guarding rules.

Importance 4.3/5 · O*NET work activity: Feed materials or products into or through equipment..

Install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to install equipment such as guides, guards, gears, cooling equipment, and rolls, using hand tools.

Context: The work draws on mechanical, production and processing and education and training.
Machine: [rolling mill, equipment]
Components: [guides, gears, rolls]

List install steps, alignments and checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Install machine components

Step 1Pick a real example: the next time you install equipment (today).
Step 2Fill in [Machine] and [Components] with the real details, then run the prompt.
Step 3Check torque and alignment specs in the manual.

Importance 4.1/5 · core task · O*NET work activity: Install mechanical components in production equipment..

Fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to fill oil cups, adjust valves, and observe gauges to control flow of metal coolants and lubricants onto workpieces.

Context: The work draws on mechanical, production and processing and education and training.
Equipment: [mill, cooker]
Targets: [flow, levels]

List adjustment steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Coolant and lube settings

Step 1Pick a real example: the next time you fill oil cups (today).
Step 2Fill in [Equipment] and [Targets] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Adjust equipment controls to regulate coolant flow.. Also involves: Monitor instruments to ensure proper production conditions..

Activate shears and grinders to trim workpieces.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to activate shears and grinders to trim workpieces.

Context: The work draws on mechanical, production and processing and education and training.
Part: [describe]
Deviation: [bend, warp, fit]

List methods and checks. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Straightening and fitting metal

Step 1Pick a real example: the next time you activate shears and grinders (today).
Step 2Fill in [Part] and [Deviation] with the real details, then run the prompt.
Step 3Check against the drawing after each correction.

Importance 3.9/5 · core task · O*NET work activity: Reshape metal workpieces to established specifications.. Also involves: Operate grinding equipment.; Operate cutting equipment..

Signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to signal and assist other workers to remove and position equipment, fill hoppers, and feed materials into machines.

Context: The work draws on mechanical, production and processing and education and training.
Operation: [weighing, tables]
Signals: [describe]

List clear signals and confirmations. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Work coordination signals

Step 1Pick a real example: the next time you signal and assist other workers to remove and position equipment (today).
Step 2Fill in [Operation] and [Signals] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Signal others to coordinate work activities..

Disassemble sizing mills removed from rolling lines, and sort and store parts.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to disassemble sizing mills removed from rolling lines, and sort and store parts.

Context: The work draws on mechanical, production and processing and education and training.
Items: [what I sort]
Categories: [how they're separated]

Make a sorting and container routine. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Sorting routine

Step 1Pick a real example: the next time you disassemble sizing mills (today).
Step 2Fill in [Items] and [Categories] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.6/5 · O*NET work activity: Sort materials or products for processing, storing, shipping, or grading.. Also involves: Disassemble equipment for maintenance or repair..

Remove scratches and polish roll surfaces, using polishing stones and electric buffers.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a rolling machine setter / operator / tender / metal / plastic. Part of my job is to remove scratches and polish roll surfaces, using polishing stones and electric buffers.

Context: The work draws on mechanical, production and processing and education and training.
Item: [cabinet, roll, piece]
Finish: [gloss level]

List compounds and steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Polishing

Step 1Pick a real example: the next time you remove scratches (this week).
Step 2Fill in [Item] and [Finish] with the real details, then run the prompt.
Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.8/5 · O*NET work activity: Polish materials, workpieces, or finished products..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Operations Monitoringimportance 4.0/5
    Used in: Monitoring Processes, Materials, or Surroundings
  • Critical Thinkingimportance 3.1/5
    Used in: Monitoring Processes, Materials, or Surroundings
  • Monitoringimportance 3.5/5
    Used in: Monitoring Processes, Materials, or Surroundings
  • Operation and Controlimportance 4.0/5
    Used in: Controlling Machines and Processes

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Active Listeningimportance 3.1/5
    Used in: Making Decisions and Solving Problems
  • Reading Comprehensionimportance 3.0/5
    Used in: Making Decisions and Solving Problems
  • Active Learningimportance 3.0/5
    Used in: Making Decisions and Solving Problems
  • Judgment and Decision Makingimportance 3.0/5
    Used in: Making Decisions and Solving Problems

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Getting into this job

High school diploma is most common (74% of workers)

  • High school or less 87%
  • Certificate or some college 13%
  • On-the-job training: 1–3 months
  • Related experience: 1–3 months

What workers in this job report, from O*NET surveys (typical values).

Software in this job

O*NET lists no in-demand software for this job.