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Automation Risk Analysis

Will “Tumbling Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #445 of 702. Estimated risk: 81.0%

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AI Exposure Risk

25%

“Tumbling Machine Operator” will almost certainly not 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 25% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

57%

“Tumbling Machine 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 57% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Operate or tend machines to wash or clean products, such as barrels or kegs, glass items, tin plate, food, pulp, coal, plastic, or rubber, to remove impurities.

Avg. Annual Salary $43,380
Avg. Hourly Wage $20.86
Available Jobs (US) 13,890
Job Title & Hierarchy Code (SOC) Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders #51-9192
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Cleaning, Washing, and Metal Pickling Equipment Operators and Tenders”

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Core Skills & Abilities

  • Record gauge readings, materials used, processing times, or test results in production logs.

  • Examine and inspect machines to detect malfunctions.

  • Measure, weigh, or mix cleaning solutions, using measuring tanks, calibrated rods or suction tubes.

  • Operate or tend machines to wash and remove impurities from items such as barrels or kegs, glass products, tin plate surfaces, dried fruit, pulp, animal stock, coal, manufactured articles, plastic, or rubber.

  • Load machines with objects to be processed and unload them after cleaning, placing them on conveyors or racks.

  • Add specified amounts of chemicals to equipment at required times to maintain solution levels and concentrations.

  • Observe machine operations, gauges, or thermometers, and adjust controls to maintain specified conditions.

  • Draw samples for laboratory analysis, or test solutions for conformance to specifications, such as acidity or specific gravity.

  • Drain, clean, and refill machines or tanks at designated intervals, using cleaning solutions or water.

  • Adjust, clean, and lubricate mechanical parts of machines, using hand tools and grease guns.

  • Set controls to regulate temperature and length of cycles, and start conveyors, pumps, agitators, and machines.

Technologies & Software

  • Rockwell Automation AI
  • Siemens Industrial AI
  • Sight Machine AI
  • Cognex Vision AI
  • Microsoft Word
  • Microsoft Excel
  • ABB AI Robotics
  • Measuring tanks
  • High speed buffers
  • Water agitators
  • Foamers
  • Air purifying respirators
  • Wet mops
  • Hydro blasting equipment
  • Safety gloves
  • Multipurpose screwdrivers
  • Multipurpose hammers
  • Scissor lifts
  • Personal computers
  • Electric pallet jacks
  • Floor scrubbers
  • Vacuum trucks
  • Calibrated measuring rods
  • Eye protection
  • Conveyor systems
  • Adjustable handwrenches
  • Wheeled forklifts
  • Machine thermometers
  • Suction hoses
  • Hearing protection plugs
  • Water pumps
  • Grease dispensing guns
  • Steam lines
  • Cleaning scrapers
  • Clean in place CIP systems

Alternative Job Titles