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Automation Risk Analysis

Will “Racking Machine Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #342 of 702. Estimated risk: 61.0%

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AI Exposure Risk

52%

“Racking Machine 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 52% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

61%

“Racking 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 61% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Welding, Soldering, and Brazing 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 welding, soldering, or brazing machines or robots that weld, braze, solder, or heat treat metal products, components, or assemblies. Includes workers who operate laser cutters or laser-beam machines.

Avg. Annual Salary $49,270
Avg. Hourly Wage $23.69
Available Jobs (US) 36,290
Job Title & Hierarchy Code (SOC) Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders #51-4122
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Welding, Soldering, and Brazing Machine Setters, Operators, and Tenders”

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Core Skills & Abilities

  • Transfer components, metal products, or assemblies, using moving equipment.

  • Load or feed workpieces into welding machines to join or bond components.

  • Set dials and timing controls to regulate electrical current, gas flow pressure, heating or cooling cycles, or shut-off.

  • Prepare metal surfaces or workpieces, using hand-operated equipment, such as grinders, cutters, or drills.

  • Correct problems by adjusting controls or by stopping machines and opening holding devices.

  • Set up, operate, or tend welding machines that join or bond components to fabricate metal products or assemblies.

  • Select, position, align, and bolt jigs, holding fixtures, guides, or stops onto machines, using measuring instruments and hand tools.

  • Anneal finished workpieces to relieve internal stress.

  • Select torch tips, alloys, flux, coil, tubing, or wire, according to metal types or thicknesses, data charts, or records.

  • Devise or build fixtures or jigs used to hold parts in place during welding, brazing, or soldering.

  • Conduct trial runs before welding, soldering, or brazing, and make necessary adjustments to equipment.

  • Read blueprints, work orders, or production schedules to determine product or job instructions or specifications.

  • Give directions to other workers regarding machine set-up and use.

  • Compute and record settings for new work, applying knowledge of metal properties, principles of welding, and shop mathematics.

  • Mark weld points and positions of components on workpieces, using rules, squares, templates, or scribes.

  • Lay out, fit, or connect parts to be bonded, calculating production measurements, as necessary.

  • Immerse completed workpieces into water or acid baths to cool and clean components.

  • Turn and press knobs and buttons or enter operating instructions into computers to adjust and start welding machines.

  • Fill hoppers and position spouts to direct flow of flux or manually brush flux onto seams of workpieces.

  • Dress electrodes, using tip dressers, files, emery cloths, or dressing wheels.

  • Observe meters, gauges, or machine operations to ensure that soldering or brazing processes meet specifications.

  • Remove completed workpieces or parts from machinery, using hand tools.

  • Record operational information on specified production reports.

  • Inspect, measure, or test completed metal workpieces to ensure conformance to specifications, using measuring and testing devices.

  • Assemble, align, and clamp workpieces into holding fixtures to bond, heat-treat, or solder fabricated metal components.

  • Tend auxiliary equipment used in welding processes.

  • Add chemicals or materials to workpieces or machines to facilitate bonding or to cool workpieces.

  • Start, monitor, and adjust robotic welding production lines.

  • Clean, lubricate, maintain, and adjust equipment to maintain efficient operation, using air hoses, cleaning fluids, and hand tools.

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  • Welding helmets
  • Diffusion-welding machines
  • Spot welding guns
  • Walk-behind lift trucks
  • Gas welding torches
  • Single-cut mill saw files
  • Fillet weld gauges
  • Tongs
  • Magnifiers
  • Undercut gauges
  • Heating furnaces
  • Adjustable widemouth pliers
  • Vernier micrometers
  • Computerized numerical control CNC oxy-fuel systems
  • Hydraulic booms
  • Measuring tapes
  • Soldering machines
  • Face masks
  • Hydraulic winches
  • Center punches
  • Laser cutters
  • Hand clamps
  • Tungsten inert gas TIG welding equipment
  • Wire brushes
  • Rulers
  • Safety goggles
  • Welding torch tips
  • Brazing machines
  • Desktop computers
  • Soldering robots
  • Claw hammers
  • Vise grip pliers
  • Resistance welding machines
  • Portable welding machines
  • Arc welding equipment
  • Micrometers
  • Power grinders
  • Cold-welding machines
  • Ball peen hammers
  • Laser-beam machines
  • Welding electrodes
  • Side cutting pliers
  • Dial calipers
  • Product loading equipment
  • Outside micrometer calipers
  • Safety gloves
  • Bench vises
  • Slip joint pliers
  • Power hoists
  • C clamps
  • Resistance welding guns
  • Brazing robots
  • Workpiece positioning jigs
  • Hand scrapers
  • Layout squares
  • Chipping hammers
  • Welding tip cleaning files
  • Welding tip dressers
  • Welding robots

Alternative Job Titles