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Automation Risk Analysis

Will “Tool Hardener” be Automated?

Historical Context: Oxford Study (2013)

Ranked #556 of 702. Estimated risk: 91.0%

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AI Exposure Risk

43%

“Tool Hardener” will probably 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 43% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

62%

“Tool Hardener” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 62% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Set up, operate, or tend heating equipment, such as heat-treating furnaces, flame-hardening machines, induction machines, soaking pits, or vacuum equipment to temper, harden, anneal, or heat treat metal or plastic objects.

Avg. Annual Salary $49,030
Avg. Hourly Wage $23.57
Available Jobs (US) 14,590
Job Title & Hierarchy Code (SOC) Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic #51-4191
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Heat Treating Equipment Setters, Operators, and Tenders, Metal and Plastic”

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Core Skills & Abilities

  • Determine types and temperatures of baths and quenching media needed to attain specified part hardness, toughness, and ductility, using heat-treating charts and knowledge of methods, equipment, and metals.

  • Stamp heat-treatment identification marks on parts, using hammers and punches.

  • Record times that parts are removed from furnaces to document that objects have attained specified temperatures for specified times.

  • Read production schedules and work orders to determine processing sequences, furnace temperatures, and heat cycle requirements for objects to be heat-treated.

  • Start conveyors and open furnace doors to load stock, or signal crane operators to uncover soaking pits and lower ingots into them.

  • Heat billets, bars, plates, rods, and other stock to specified temperatures preparatory to forging, rolling, or processing, using oil, gas, or electrical furnaces.

  • Instruct new workers in machine operation.

  • Move controls to light gas burners and to adjust gas and water flow and flame temperature.

  • Load parts into containers and place containers on conveyors to be inserted into furnaces, or insert parts into furnaces.

  • Signal forklift operators to deposit or extract containers of parts into and from furnaces and quenching rinse tanks.

  • Set and adjust speeds of reels and conveyors for prescribed time cycles to pass parts through continuous furnaces.

  • Reduce heat when processing is complete to allow parts to cool in furnaces or machinery.

  • Examine parts to ensure metal shades and colors conform to specifications, using knowledge of metal heat-treating.

  • Mount workpieces in fixtures, on arbors, or between centers of machines.

  • Clean oxides and scales from parts or fittings, using steam sprays or chemical and water baths.

  • Adjust controls to maintain temperatures and heating times, using thermal instruments and charts, dials and gauges of furnaces, and color of stock in furnaces to make setting determinations.

  • Set up and operate or tend machines, such as furnaces, baths, flame-hardening machines, and electronic induction machines, that harden, anneal, and heat-treat metal.

  • Repair, replace, and maintain furnace equipment as needed, using hand tools.

  • Position stock in furnaces, using tongs, chain hoists, or pry bars.

  • Test parts for hardness, using hardness testing equipment, or by examining and feeling samples.

  • Mount fixtures and industrial coils on machines, using hand tools.

  • Remove parts from furnaces after specified times, and air dry or cool parts in water, oil brine, or other baths.

  • Determine flame temperatures, current frequencies, heating cycles, and induction heating coils needed, based on degree of hardness required and properties of stock to be treated.

Technologies & Software

  • Microsoft Outlook
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  • Rockwell Automation AI
  • Sight Machine AI
  • SAP software
  • Microsoft Excel
  • Microsoft Word
  • ABB AI Robotics
  • Microsoft Office software
  • Cognex Vision AI
  • Siemens Industrial AI
  • Personal computers
  • Pry bars
  • Carbonitriding equipment
  • Digital thermocouples
  • Claw hammers
  • Slotted screwdrivers
  • Chain hoists
  • Winch stackers
  • Electronic hand trucks
  • Suction hoods
  • Induction hardening furnaces
  • Power grinding tools
  • Batch type hardening furnaces
  • Sand blasters
  • Soaking pits
  • Vacuum leak detectors
  • Annealing furnaces
  • Pallet riders
  • Tempering furnaces
  • Steel hardness scopes
  • Gas powered generators
  • Continuous hardening furnaces
  • Shot blasters
  • Flame-hardening machines
  • Exhaust gas collection systems
  • Protective clothing
  • Kevlar gloves
  • Vacuum heat treating furnaces
  • Heat resistant face masks
  • Steel hardness testers
  • Quench presses
  • Shock freezers
  • Fiberglass gloves
  • Atmosphere furnaces
  • Open end hand wrenches
  • Industrial furnace tongs
  • Shaker hearth furnaces
  • Free-standing jib cranes
  • Lubricant guns
  • Wheeled forklifts
  • Bridge cranes
  • Pallet jacks
  • Automated salt bath furnaces
  • Finger protection gloves
  • Conductivity testers
  • Order pickers
  • Mechanical vacuum pumps

Alternative Job Titles