Will AI replace Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders?

AI can do 6% of the work Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders 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 2 of them. Robots can technically handle 15 physical tasks. 2 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 next2 · 6% of time

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

  • Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.5% of time
  • Signal coworkers to synchronize flow of materials.1% of time

Robots can technically do this15 · 85% 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.

  • Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products.Robots: structured workplaces17% of time
  • Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.Robots: structured workplaces14% of time
  • Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.Robots: purpose built settings10% of time
  • Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand.Robots: structured workplaces10% of time
  • Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps.Robots: structured workplaces6% of time
  • Clean equipment with steam, hot water, and hoses.Robots: purpose built settings6% of time
  • Weigh or measure products, using scale hoppers or scale conveyors.Robots: purpose built settings4% of time
  • Push racks or carts to transfer products to storage, cooling stations, or the next stage of processing.Robots: structured workplaces4% of time
  • Take product samples during or after processing for laboratory analyses.Robots: purpose built settings3% of time
  • Open valves, gates, or chutes or use shovels to load or remove products from ovens or other equipment.Robots: structured workplaces3% of time
  • Test products for moisture content, using moisture meters.Robots: purpose built settings3% of time
  • Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets.Robots: purpose built settings1% of time
  • Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans.Robots: structured workplaces1% of time
  • Smooth out products in bins, pans, trays, or conveyors, using rakes or shovels.Robots: purpose built settings1% of time
  • Install equipment, such as spray units, cutting blades, or screens, using hand tools.Robots: purpose built settings1% of time

Still needs a person2 · 9% 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 flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.6% of time
  • Read work orders to determine quantities and types of products to be baked, dried, or roasted.3% of time

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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 85% of the working time, though they are rarely cheap enough to replace people yet.

What to do next

  • Get ahead on the 2 tasks AI could do next. These move as tools improve, so learning them early pays off.
  • Keep an eye on the 15 physical tasks robots can technically do. Cost keeps most robots out of work today, so this shift is slower.
  • Build on the 2 tasks that stay human. This is where your judgment, skill and relationships matter most.

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