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Automation Risk Analysis

Will “Pulp Drier Firer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #548 of 702. Estimated risk: 91.0%

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AI Exposure Risk

51%

“Pulp Drier Firer” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

58%

“Pulp Drier Firer” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 58% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend food or tobacco roasting, baking, or drying equipment, including hearth ovens, kiln driers, roasters, char kilns, and vacuum drying equipment.

Avg. Annual Salary $44,140
Avg. Hourly Wage $21.22
Available Jobs (US) 19,500
Job Title & Hierarchy Code (SOC) Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders #51-3091
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Food and Tobacco Roasting, Baking, and Drying Machine Operators and Tenders”

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Core Skills & Abilities

  • Observe, feel, taste, or otherwise examine products during and after processing to ensure conformance to standards.

  • Start conveyors to move roasted grain to cooling pans and agitate grain with rakes as blowers force air through perforated bottoms of pans.

  • Push racks or carts to transfer products to storage, cooling stations, or the next stage of processing.

  • Observe flow of materials and listen for machine malfunctions, such as jamming or spillage, and notify supervisors if corrective actions fail.

  • Clear or dislodge blockages in bins, screens, or other equipment, using poles, brushes, or mallets.

  • Record production data, such as weight and amount of product processed, type of product, and time and temperature of processing.

  • Operate or tend equipment that roasts, bakes, dries, or cures food items such as cocoa and coffee beans, grains, nuts, and bakery products.

  • Signal coworkers to synchronize flow of materials.

  • Read work orders to determine quantities and types of products to be baked, dried, or roasted.

  • Install equipment, such as spray units, cutting blades, or screens, using hand tools.

  • Smooth out products in bins, pans, trays, or conveyors, using rakes or shovels.

  • Observe temperature, humidity, pressure gauges, and product samples and adjust controls, such as thermostats and valves, to maintain prescribed operating conditions for specific stages.

  • Open valves, gates, or chutes or use shovels to load or remove products from ovens or other equipment.

  • Clean equipment with steam, hot water, and hoses.

  • Test products for moisture content, using moisture meters.

  • Weigh or measure products, using scale hoppers or scale conveyors.

  • Fill or remove product from trays, carts, hoppers, or equipment, using scoops, peels, or shovels, or by hand.

  • Take product samples during or after processing for laboratory analyses.

  • Set temperature and time controls, light ovens, burners, driers, or roasters, and start equipment, such as conveyors, cylinders, blowers, driers, or pumps.

Technologies & Software

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  • Dissolved oxygen sensors
  • Conveyor turntables
  • Conveyor bakers
  • Kiln driers
  • Hearth ovens
  • Scale conveyors
  • Machine temperature controls
  • Heat exchanger conversion kits
  • Char kilns
  • Flood handling scoops
  • Remote thermometers
  • Impingement ovens
  • Moisture meters
  • Cooling machine pans
  • Forced-air food dryers
  • Rack barns
  • Tangential coffee roasters
  • Photospectrometers
  • Oil furnaces
  • Melting tanks
  • Humidification systems
  • Food handling shovels
  • Solid drum coffee roasters
  • Heat exchanger systems
  • Roasting equipment
  • Rack loaders
  • Fluidized bed dryers
  • Hot air blowers
  • Vacuum food drying equipment
  • Handheld dataloggers
  • Conveyor dryers
  • Perforated drum coffee roasters
  • Food storage bins
  • Baking equipment
  • Automatic hopper scales
  • Tobacco boxes
  • Material moving carts
  • Humidity sensors
  • Curing equipment
  • Gas furnaces
  • Food drying equipment
  • Tobacco hanging racks
  • Dough pumps
  • Equipment temperature gauges
  • Centrifugal coffee roasters
  • Equipment pressure gauges
  • Box barns

Alternative Job Titles