Will AI replace patternmakers, metal and plastic?

“Set up and operate machine tools, such as milling machines, lathes” is the largest task here, and like every other task on this time card it is still done by people. We found no AI use or robot deployment for any of them. That reflects today's evidence and could change. BLS expects about 22.8% fewer of these jobs by 2035.

Time card for patternmakers, metal and plastic showing a typical 8-hour shift: 8h done by people.
Each mark is 5 minutes of a typical shift for patternmakers, metal and plastic, colored by who does that task today. Estimates from O*NET tasks and Anthropic Economic Index data. How it's made

Home / Production & factory / Patternmakers, Metal and Plastic

Lay out, machine, fit, and assemble castings and parts to metal or plastic foundry patterns, core boxes, or match plates.

Time card

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MineTask, by time spentHumanWith AIAIRobot
Set up and operate machine tools, such as milling machines, lathes, drill presses, and grinders, to machine castings or patterns.1h 41m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Read and interpret blueprints or drawings of parts to be cast or patterns to be made, compute dimensions, and plan operational sequences.47m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Verify conformance of patterns or template dimensions to specifications, using measuring instruments such as calipers, scales, and micrometers.41m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Repair and rework templates and patterns.41m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Assemble pattern sections, using hand tools, bolts, screws, rivets, glue, or welding equipment.41m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Create computer models of patterns or parts, using modeling software.36m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Design and create templates, patterns, or coreboxes according to work orders, sample parts, or mockups.36m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Clean and finish patterns or templates, using emery cloths, files, scrapers, and power grinders.30m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Program computerized numerical control machine tools.30m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Construct platforms, fixtures, and jigs for holding and placing patterns.24m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Lay out and draw or scribe patterns onto material, using compasses, protractors, rulers, scribes, or other instruments.24m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Paint or lacquer patterns.12m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Mark identification numbers or symbols onto patterns or templates.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work
Select pattern materials such as wood, resin, and fiberglass.6m a shift · No AI or robot evidence found
Why this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work
Apply plastic-impregnated fabrics or coats of sealing wax or lacquer to patterns used to produce plastic.6m a shift · Robots only in factory cells
Why this label?Robots have done this only in factory setups built around the machine, so it stays Human for patternmakers, metal and plastic. How labels work

Clock history

  1. 0m touchedFirst published: O*NET 30.1, Anthropic Economic Index (2025 usage and September 2026 robot study), BLS May 2025

When new data changes this clock, the date, the new numbers and the reason are logged here. Company news alone never moves the clock.

On the floor

No company news tracked for this job yet. New stories are added as they happen.

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Will AI replace patternmakers, metal and plastic?

Not on current evidence. Less than 30 minutes of a typical shift goes to tasks that AI or robots are doing today. The other 8h (100%) stays with people. Separately, BLS expects about 22.8% fewer of these jobs by 2035 (all jobs: +3.5%).

What can AI already do for patternmakers, metal and plastic?

None of this job's tasks show regular AI use yet. That can mean the work is hands-on or in person, or simply that it rarely comes up in AI usage data.

Where do robots fit in?

Not in workplaces like this one, based on a 2026 review of robot deployments. 11 more tasks have only been done in factory setups built around the machine, so they stay with people here.

What still needs a person?

8h of a typical shift, or 100%, goes to tasks with no AI or robot evidence yet. No AI usage or robot deployment has shown up for these so far. The biggest:

  • Set up and operate machine tools, such as milling machines, lathes, drill presses, and grinders, to machine castings or patterns. (1h 41m a shift)
  • Read and interpret blueprints or drawings of parts to be cast or patterns to be made, compute dimensions, and plan operational sequences. (47m a shift)
  • Verify conformance of patterns or template dimensions to specifications, using measuring instruments such as calipers, scales, and micrometers. (41m a shift)
  • Repair and rework templates and patterns. (41m a shift)
  • Assemble pattern sections, using hand tools, bolts, screws, rivets, glue, or welding equipment. (41m a shift)
Why is that work hard to automate?

Much of it comes down to where and how the work happens. In-person, hands-on and high-stakes work is where AI and robots have made the least headway so far. In the official O*NET survey of people in this job:

  • 100% use their hands on tools, objects or controls more than half the time
  • 100% talk face to face with others every day
  • 72% are in constant contact with other people
Are employers still hiring patternmakers, metal and plastic?

On Indeed, job postings in the Production & Manufacturing sector are at 124% of their February 2020 level (all U.S. postings: 104%), up 12.6% from a year earlier, as of Oct 9, 2026. BLS separately expects about 100 openings a year in this job through 2035. Across all U.S. postings, 7.3% now mention AI skills. Sector postings cover more than this one job and move for many reasons besides AI.

How much do patternmakers, metal and plastic make?

The median pay is about $58,000 a year ($27.89 an hour), 14% above the median for all U.S. jobs ($50,980). Most people in this job earn between $42,460 and $82,590 a year; that range covers the middle 80%. Pay figures are from BLS, May 2025, and vary a lot by state and employer. Pick a state to compare:

Is this job growing or shrinking?

BLS projects a decline of 22.8% from 2025 to 2035, compared with 3.5% growth for all jobs. That's about 1,100 jobs in 2035. Even so, it expects about 100 openings a year, mostly from people retiring or changing careers. These projections don't single out AI as a cause.

How many patternmakers, metal and plastic are there in the U.S.?

About 1,470 people in the U.S., roughly 0.00% of all workers (BLS, May 2025). That makes it the 782nd largest of the 796 jobs on this site. BLS expects about 1,100 in 2035.

What training do patternmakers, metal and plastic need?

The most common requirement is some college: about 40% of people in the job said so in the official O*NET survey. O*NET rates the job at level 3 of 5 for preparation, which usually means: vocational school or associate's degree. Requirements vary by state and employer, especially for licensed work.

What should I learn to stay ahead of AI?

These come from the job's official skill ratings and from the tasks that AI and robots touch least today. Building them keeps you strong in the parts of the work that still need a person:

  • Skills that matter more here than in most jobs: Operations Monitoring, Quality Control Analysis, Operation and Control, Complex Problem Solving
  • Get strong at the parts of the job that stay with people (listed above), which take 8h of a typical shift
  • Tools employers list: Autodesk AutoCAD, Microsoft Excel, Microsoft Outlook
What other jobs could patternmakers, metal and plastic move into?

These use similar skills. Matches come from 109 official ratings of skills, knowledge and work activities, and each needs the same or less preparation unless the official list relates the jobs directly:

  • Tool and Die Makers (0m touched, $64k median pay)
  • Model Makers, Metal and Plastic (0m touched, $63k median pay)
  • Machinists (29m touched, $59k median pay)
  • Woodworking Machine Setters, Operators, and Tenders (12m touched, $43k median pay)
  • Timing Device Assemblers and Adjusters (20m touched, $63k median pay)
How solid are these numbers?

Each task carries its own evidence label. For this job: 15 with no AI or robot evidence found. The minutes per task are estimates, not measured hours, and "no evidence" doesn't prove a task is safe.

Tools in demand

  • Autodesk AutoCAD

Plus everyday office tools: Microsoft Excel, Microsoft Outlook.

Also called

Acoustical Tile Patternmaker, All-Around Patternmaker, Boilermaker Loftsman, Chart Writer, Computer Patternmaker, Die Cast Die Maker, Die Inspector, Die Technician, Extrusion Die Coordinator, Extrusion Die Corrector, Extrusion Die Template Maker, Fixture Builder, Foundry Patternmaker, Freelance Patternmaker