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Automation Risk Analysis

Will “Pellet Mill Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #584 of 702. Estimated risk: 93.0%

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AI Exposure Risk

50%

“Pellet Mill Operator” 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 50% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Pellet Mill Operator” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 61% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Set up, operate, or tend machines, such as glass-forming machines, plodder machines, and tuber machines, to shape and form products such as glassware, food, rubber, soap, brick, tile, clay, wax, tobacco, or cosmetics.

Avg. Annual Salary $47,040
Avg. Hourly Wage $22.62
Available Jobs (US) 57,310
Job Title & Hierarchy Code (SOC) Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders #51-9041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Extruding, Forming, Pressing, and Compacting Machine Setters, Operators, and Tenders”

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Core Skills & Abilities

  • Feed products into machines by hand or conveyor.

  • Record and maintain production data, such as meter readings, and quantities, types, and dimensions of materials produced.

  • Clear jams, and remove defective or substandard materials or products.

  • Send product samples to laboratories for analysis.

  • Move materials, supplies, components, and finished products between storage and work areas, using work aids such as racks, hoists, and handtrucks.

  • Measure, mix, cut, shape, soften, and join materials and ingredients, such as powder, cornmeal, or rubber to prepare them for machine processing.

  • Pour, scoop, or dump specified ingredients, metal assemblies, or mixtures into sections of machine prior to starting machines.

  • Remove materials or products from molds or from extruding, forming, pressing, or compacting machines, and stack or store them for additional processing.

  • Monitor machine operations and observe lights and gauges to detect malfunctions.

  • Review work orders, specifications, or instructions to determine materials, ingredients, procedures, components, settings, and adjustments for extruding, forming, pressing, or compacting machines.

  • Adjust machine components to regulate speeds, pressures, and temperatures, and amounts, dimensions, and flow of materials or ingredients.

  • Disassemble equipment to repair it or to replace parts, such as nozzles, punches, and filters.

  • Remove molds, mold components, and feeder tubes from machinery after production is complete.

  • Couple air and gas lines to machines to maintain plasticity of material and to regulate solidification of final products.

  • Install, align, and adjust neck rings, press plungers, and feeder tubes.

  • Notify supervisors when extruded filaments fail to meet standards.

  • Clean dies, arbors, compression chambers, and molds, using swabs, sponges, or air hoses.

  • Complete work tickets, and place them with products.

  • Measure arbors and dies to verify sizes specified on work tickets.

  • Swab molds with solutions to prevent products from sticking.

  • Turn controls to adjust machine functions, such as regulating air pressure, creating vacuums, and adjusting coolant flow.

  • Press control buttons to activate machinery and equipment.

  • Select and install machine components, such as dies, molds, and cutters, according to specifications, using hand tools and measuring devices.

  • Activate machines to shape or form products, such as candy bars, light bulbs, balloons, or insulation panels.

  • Synchronize speeds of sections of machines when producing products involving several steps or processes.

  • Examine, measure, and weigh materials or products to verify conformance to standards, using measuring devices such as templates, micrometers, or scales.

Technologies & Software

  • Qwen (Alibaba)
  • Microsoft Office software
  • Siemens Industrial AI
  • Kimi (Moonshot AI)
  • SAP software
  • Cognex Vision AI
  • Gemini (Google)
  • Mistral (Mistral AI)
  • ChatGPT (OpenAI)
  • Production scheduling software
  • Microsoft Excel
  • Grok (xAI)
  • Llama (Meta)
  • Claude (Anthropic)
  • Microsoft Outlook
  • Rockwell Automation AI
  • Microsoft Word
  • Enterprise resource planning ERP software
  • DeepSeek
  • ABB AI Robotics
  • Operational databases
  • Sight Machine AI
  • Nova (Amazon)
  • Plodder machines
  • Vulcanizer presses
  • Wheeled forklifts
  • Twin-barrel extrusion machines
  • Digital bench scales
  • Tuber machines
  • Machine templates
  • Slitters
  • Laser micrometers
  • Trim knives
  • Blow torches
  • Rubber extruders
  • Core cutters
  • Power lifts
  • Pressing machines
  • Precision rulers
  • Air hoses
  • Hopper dryers
  • Sheeters
  • Trim grinders
  • Computer numerically controlled CNC Extruders
  • Compacting machines
  • Film winders
  • High speed wrapping machines
  • Digital calipers
  • Burners
  • Pressure gauges
  • Single screw extruders
  • Glass forming machines
  • Digital micrometers
  • Forming machines
  • Microwave extruders
  • Trim winders
  • Scrap grinders

Alternative Job Titles