Will AI replace Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic?

AI can do 4% of the work Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic do at least twice as fast. Real use has not caught up: none of their tasks show up in real AI use yet, but AI could speed up 3 of them. Robots can technically handle 23 physical tasks. 3 still need a person.

AI is already doing this0 · 0% of time

People already use AI for these tasks in real work, based on Anthropic's analysis of how Claude is used.

  • Real AI use has not reached any of this job's tasks yet.

AI could do this next3 · 4% of time

AI can speed these up by at least half, but real use has not caught up yet. These are next in line.

  • Inventory and record quantities of materials and finished products, requisitioning additional supplies as necessary.1% of time
  • Select coolants and lubricants, and start their flow.1% of time
  • Select and install blades, tools, or other attachments for each operation.1% of time

Robots can technically do this23 · 86% of time

Physical tasks that today's robots can perform in at least some settings. Robots are cost competitive for very few tasks so far, so this change moves slower.

  • Observe continuous operation of automatic machines to ensure that products meet specifications and to detect jams or malfunctions, making adjustments as necessary.Robots: structured workplaces16% of time
  • Measure and visually inspect products for surface and dimension defects to ensure conformance to specifications, using precision measuring instruments.Robots: purpose built settings11% of time
  • Set up, operate, or tend metal or plastic molding, casting, or coremaking machines to mold or cast metal or thermoplastic parts or products.Robots: purpose built settings8% of time
  • Remove finished or cured products from dies or molds, using hand tools, air hoses, and other equipment, stamping identifying information on products when necessary.Robots: purpose built settings6% of time
  • Unload finished products from conveyor belts, pack them in containers, and place containers in warehouses.Robots: structured workplaces5% of time
  • Turn valves and dials of machines to regulate pressure, temperature, and speed and feed rates, and to set cycle times.Robots: structured workplaces4% of time
  • Trim excess material from parts, using knives, and grind scrap plastic into powder for reuse.Robots: purpose built settings4% of time
  • Smooth and clean inner surfaces of molds, using brushes, scrapers, air hoses, or grinding wheels, and fill imperfections with refractory material.Robots: purpose built settings4% of time
  • Perform maintenance work such as cleaning and oiling machines.Robots: purpose built settings4% of time
  • Position and secure workpieces on machines, and start feeding mechanisms.Robots: purpose built settings3% of time
  • Install dies onto machines or presses and coat dies with parting agents, according to work order specifications.Robots: purpose built settings3% of time
  • Mix and measure compounds, or weigh premixed compounds, and dump them into machine tubs, cavities, or molds.Robots: purpose built settings3% of time
  • Adjust equipment and workpiece holding fixtures, such as mold frames, tubs, and cutting tables, to ensure proper functioning.Robots: purpose built settings3% of time
  • Remove parts, such as dies, from machines after production runs are finished.Robots: purpose built settings3% of time
  • Pour or load metal or sand into melting pots, furnaces, molds, or hoppers, using shovels, ladles, or machines.Robots: purpose built settings3% of time
  • Skim or pour dross, slag, or impurities from molten metal, using ladles, rakes, hoes, spatulas, or spoons.Robots: structured workplaces1% of time
  • Cool products after processing to prevent distortion.Robots: purpose built settings1% of time
  • Spray, smoke, or coat molds with compounds to lubricate or insulate molds, using acetylene torches or sprayers.Robots: purpose built settings1% of time
  • Connect water hoses to cooling systems of dies, using hand tools.Robots: purpose built settings1% of time
  • Preheat tools, dies, plastic materials, or patterns, using blowtorches or other equipment.Robots: purpose built settings1% of time
  • Operate hoists to position dies or patterns on foundry floors.Robots: purpose built settings1% of time
  • Obtain and move specified patterns to work stations, manually or using hoists, and secure patterns to machines, using wrenches.Robots: purpose built settings1% of time
  • Maintain inventories of materials.Robots: structured workplaces1% of time

Still needs a person3 · 10% of time

No real AI use, no proven AI speedup and no robot that can do it yet. This is the part of the job to build on.

  • Observe meters and gauges to verify and record temperatures, pressures, and press-cycle times.4% of time
  • Read specifications, blueprints, and work orders to determine setups, temperatures, and time settings required to mold, form, or cast plastic materials, as well as to plan production sequences.4% of time
  • Repair or replace damaged molds, pipes, belts, chains, or other equipment, using hand tools, hand-powered presses, or jib cranes.3% of time

Your week is not the average

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What this means

Little of this work suits AI. The bigger change here is robots: today's robots can technically do 89% of the working time, though they are rarely cheap enough to replace people yet.

What to do next

  • Get ahead on the 3 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Keep an eye on the 23 physical tasks robots can technically do. Cost keeps most robots out of work today, so this shift is slower.
  • Build on the 3 tasks that stay human. This is where your judgment, skill and relationships matter most.

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