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How a grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic can use AI, task by task

O*NET 51-4033.00: Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic18 tasksJob Zone 2: Some preparation

Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic work pieces.

Type your own title and every prompt on this page updates to match. Also called: Cell Operator, Centerless Grinder Operator, Deburrer, Die Maintenance Technician (Die Maintenance Tech), Finisher, Grinder, Grinder Operator, Grinding Machine Operator, Metal Finisher, Process Equipment Operator.

Where AI fits in this job

AI-ready 0%AI-assist 21%Stays human 79%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 0 AI-ready, 4 AI-assist and 14 human-led tasks out of 18. 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).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Select machine tooling to be used, using knowledge of machine and production requirements.Look into it · Daily
  2. Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.Read & digest · Daily
  3. Compute machine indexings and settings for specified dimensions and base reference points.Crunch the numbers · Daily

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.Hands-on work · Several times a day
  2. Set and adjust machine controls according to product specifications, using knowledge of machine operation.Hands-on work · Several times a day
  3. Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic workpieces.Hands-on work · Several times a day

Skills to build & where you could move ↓

AI can draft these 0

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

None of this job's tasks are here.

AI can help you prep these 4

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

Select machine tooling to be used, using knowledge of machine and production requirements.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to select machine tooling to be used, using knowledge of machine and production requirements.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 machine (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 4.2/5 · core task · O*NET work activity: Select production equipment according to product specifications..

Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.

Daily

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 study blueprints (today).
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 4.2/5 · 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..

Compute machine indexings and settings for specified dimensions and base reference points.

Daily

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to compute machine indexings and settings for specified dimensions and base reference points.

Context: We use Microsoft Excel; the work draws on mechanical, production and processing and engineering and technology.
Part or product: [describe]
Known values: [dimensions, tolerances]

Calculate the needed dimensions step by step and give formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Dimension calculations

Step 1Pick a real example: the next time you compute machine indexings and settings (today).
Step 2Fill in [Part or product] and [Known values] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.1/5 · core task · O*NET work activity: Calculate dimensions of workpieces, products, or equipment..

Maintain stocks of machine parts and machining tools.

Daily

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to maintain stocks of machine parts and machining tools.

Context: We use SAP software and Manufacturing reporting system.
Materials: [parts, supplies]
Data: [paste counts]

Organize inventory with reorder flags. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Materials inventory

Step 1Pick a real example: the next time you maintain stocks of machine parts and machining tools (today).
Step 2Fill in [Materials] and [Data] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.2/5 · O*NET work activity: Maintain inventories of materials, equipment, or products..

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): Using hands on tools and objects: continually or almost continually · Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time · Standing: more than half the time

Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 inspect or measure finished workpieces.
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 4.3/5 · core task · O*NET work activity: Measure dimensions of completed products or workpieces to verify conformance to specifications..

Set and adjust machine controls according to product specifications, using knowledge of machine operation.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to set and adjust machine controls according to product specifications, using knowledge of machine operation.

Context: The work draws on mechanical, production and processing and engineering and technology.
Machine: [grinder, mill]
Part or material: [describe]

List setup and safe operation. 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: Grinder operation

Step 1Pick a real example: the next time you set and adjust machine controls.
Step 2Fill in [Machine] and [Part or material] with the real details, then run the prompt.
Step 3Check the wheel rating and guard before starting.

Importance 4.3/5 · core task · O*NET work activity: Operate grinding equipment..

Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic workpieces.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic workpieces.

Context: The work draws on mechanical, production and processing and engineering and technology.
Machine: [grinder, mill]
Part or material: [describe]

List setup and safe operation. 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: Grinder operation

Step 1Pick a real example: the next time you set up.
Step 2Fill in [Machine] and [Part or material] with the real details, then run the prompt.
Step 3Check the wheel rating and guard before starting.

Importance 4.1/5 · core task · O*NET work activity: Operate grinding equipment..

Measure workpieces and lay out work, using precision measuring devices.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to measure workpieces and lay out work, using precision measuring devices.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 measure workpieces.
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 4.5/5 · core task · O*NET work activity: Measure dimensions of completed products or workpieces to verify conformance to specifications.. Also involves: Lay out parts to prepare for assembly..

Observe machine operations to detect any problems, making necessary adjustments to correct problems.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to observe machine operations to detect any problems, making necessary adjustments to correct problems.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 observe machine operations to detect any problems.
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 4.3/5 · core task · O*NET work activity: Watch operating equipment to detect malfunctions..

Activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according 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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according to specifications.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 machine start-up switches.
Step 2Fill in [Part] and [Deviation] with the real details, then run the prompt.
Step 3Check against the drawing after each correction.

Importance 4.2/5 · core task · O*NET work activity: Reshape metal workpieces to established specifications.. Also involves: Operate grinding equipment.; Operate cutting equipment..

Move machine controls to index workpieces, and to adjust machines for pre-selected operational settings.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to move machine controls to index workpieces, and to adjust machines for pre-selected operational settings.

Context: The work draws on mechanical, production and processing and engineering and technology.
Machine: [grinder, mill]
Part or material: [describe]

List setup and safe operation. 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: Grinder operation

Step 1Pick a real example: the next time you move machine controls (today).
Step 2Fill in [Machine] and [Part or material] with the real details, then run the prompt.
Step 3Check the wheel rating and guard before starting.

Importance 4.2/5 · core task · O*NET work activity: Operate grinding equipment..

Lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps.

Context: The work draws on mechanical, production and processing and engineering and technology.
Load: [patient, part, material]
Equipment: [hoist, crane, stretcher]

List lift steps, communication and safety. 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: Lifting plan

Step 1Pick a real example: the next time you lift and position workpieces.
Step 2Fill in [Load] and [Equipment] with the real details, then run the prompt.
Step 3Check equipment capacity and use enough people.

Importance 4.2/5 · core task · O*NET work activity: Lift materials or workpieces using cranes or other lifting equipment.. Also involves: Mount materials or workpieces onto production equipment..

Mount and position tools in machine chucks, spindles, or other tool holding devices, 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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to mount and position tools in machine chucks, spindles, or other tool holding devices, using hand tools.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 mount and position tools (today).
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 4.2/5 · core task · O*NET work activity: Mount attachments or tools onto production equipment..

Brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and 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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and workpieces.

Context: The work draws on mechanical, production and processing and engineering and technology.
Operation: [machining, assembly]
Products: [describe]

List application 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 lubricant use

Step 1Pick a real example: the next time you brush or spray lubricating compounds (today).
Step 2Fill in [Operation] and [Products] 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: Apply lubricants or coolants to workpieces.. Also involves: Adjust equipment controls to regulate coolant flow..

Repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required.

Context: The work draws on mechanical, production and processing and engineering and technology.
Equipment: [press, extruder]
Part: [die, wear part]

List removal, replacement and test 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: Die or wear part replacement

Step 1Pick a real example: the next time you repair or replace machine parts (today). Leave out names and identifying details.
Step 2Fill in [Equipment] and [Part] with the real details, then run the prompt.
Step 3Run first parts and measure before production.

Importance 4.0/5 · core task · O*NET work activity: Replace worn equipment components.. Also involves: Repair production equipment or tools.; Notify others of equipment repair or maintenance needs..

Thread and hand-feed materials through machine cutters or abraders.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to thread and hand-feed materials through machine cutters or abraders.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 hand-feed materials (today).
Step 2Fill in [Equipment] and [Material] with the real details, then run the prompt.
Step 3Keep hands clear and follow guarding rules.

Importance 3.8/5 · O*NET work activity: Feed materials or products into or through equipment..

Slide spacers between buffs on spindles to set spacing.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to slide spacers between buffs on spindles to set spacing.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 slide spacers (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 4.0/5 · O*NET work activity: Set equipment guides, stops, spacers, or other fixtures..

Adjust air cylinders and setting stops to set traverse lengths and feed arm strokes.

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 grinding / lapping / polishing / buffing machine tool setter / operator / tender / metal / plastic. Part of my job is to adjust air cylinders and setting stops to set traverse lengths and feed arm strokes.

Context: The work draws on mechanical, production and processing and engineering and technology.
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 adjust air cylinders and setting stops (this week).
Step 2Fill in [Equipment] and [Specs] with the real details, then run the prompt.
Step 3Measure each clearance against the spec before running.

Importance 4.2/5 · O*NET work activity: Set equipment guides, stops, spacers, or other fixtures..

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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: Controlling Machines and Processes
  • Operation and Controlimportance 4.0/5
    Used in: Controlling Machines and Processes
  • Critical Thinkingimportance 2.9/5
    Used in: Estimating the Quantifiable Characteristics of Products, Events, or Information
  • Quality Control Analysisimportance 3.1/5
    Used in: Repairing and Maintaining Electronic Equipment

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.

  • Judgment and Decision Makingimportance 3.0/5
    Used in: Making Decisions and Solving Problems
  • Reading Comprehensionimportance 3.0/5
    Used in: Making Decisions and Solving Problems
  • Active Listeningimportance 2.8/5
    Used in: Making Decisions and Solving Problems
  • Complex Problem Solvingimportance 2.9/5
    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

O*NET has not surveyed education and training for this occupation yet.

Software in this job

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