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Automation Risk Analysis

Will “Carbide Operator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #358 of 702. Estimated risk: 65.0%

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AI Exposure Risk

51%

“Carbide 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 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

65%

“Carbide 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 65% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Machinists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Set up and operate a variety of machine tools to produce precision parts and instruments out of metal. Includes precision instrument makers who fabricate, modify, or repair mechanical instruments. May also fabricate and modify parts to make or repair machine tools or maintain industrial machines, applying knowledge of mechanics, mathematics, metal properties, layout, and machining procedures.

Avg. Annual Salary $57,390
Avg. Hourly Wage $27.59
Available Jobs (US) 298,790
Job Title & Hierarchy Code (SOC) Machinists #51-4041
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Machinists”

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Core Skills & Abilities

  • Set up or operate metalworking, brazing, heat-treating, welding, or cutting equipment.

  • Check work pieces to ensure that they are properly lubricated or cooled.

  • Install repaired parts into equipment or install new equipment.

  • Study sample parts, blueprints, drawings, or engineering information to determine methods or sequences of operations needed to fabricate products.

  • Install experimental parts or assemblies, such as hydraulic systems, electrical wiring, lubricants, or batteries into machines or mechanisms.

  • Support metalworking projects from planning and fabrication through assembly, inspection, and testing, using knowledge of machine functions, metal properties, and mathematics.

  • Set up, adjust, or operate basic or specialized machine tools used to perform precision machining operations.

  • Program computers or electronic instruments, such as numerically controlled machine tools.

  • Dispose of scrap or waste material in accordance with company policies and environmental regulations.

  • Align and secure holding fixtures, cutting tools, attachments, accessories, or materials onto machines.

  • Diagnose machine tool malfunctions to determine need for adjustments or repairs.

  • Prepare working sketches for the illustration of product appearance.

  • Monitor the feed and speed of machines during the machining process.

  • Establish work procedures for fabricating new structural products, using a variety of metalworking machines.

  • Lay out, measure, and mark metal stock to display placement of cuts.

  • Confer with engineering, supervisory, or manufacturing personnel to exchange technical information.

  • Separate scrap waste and related materials for reuse, recycling, or disposal.

  • Calculate dimensions or tolerances, using instruments, such as micrometers or vernier calipers.

  • Confer with numerical control programmers to check and ensure that new programs or machinery will function properly and that output will meet specifications.

  • Maintain machine tools in proper operational condition.

  • Fit and assemble parts to make or repair machine tools.

  • Dismantle machines or equipment, using hand tools or power tools to examine parts for defects and replace defective parts where needed.

  • Design fixtures, tooling, or experimental parts to meet special engineering needs.

  • Test experimental models under simulated operating conditions, for purposes such as development, standardization, or feasibility of design.

  • Measure, examine, or test completed units to check for defects and ensure conformance to specifications, using precision instruments, such as micrometers.

  • Machine parts to specifications, using machine tools, such as lathes, milling machines, shapers, or grinders.

  • Operate equipment to verify operational efficiency.

  • Evaluate machining procedures and recommend changes or modifications for improved efficiency or adaptability.

  • Advise clients about the materials being used for finished products.

Technologies & Software

  • SolidCAM CAM software
  • Mistral (Mistral AI)
  • EditCNC
  • Dassault Systemes SolidWorks
  • Microsoft PowerPoint
  • DeepSeek
  • Llama (Meta)
  • Siemens NX
  • Autodesk HSMWorks
  • Gemini (Google)
  • ABB AI Robotics
  • JobBOSS
  • Qwen (Alibaba)
  • PTC Creo Parametric
  • OnShape
  • Mastercam computer-aided design and manufacturing software
  • Autodesk Fusion 360
  • Autodesk AutoCAD
  • Computer aided manufacturing CAM software
  • Microsoft Office software
  • 3D Printing software
  • JETCAM
  • IMSI TurboCAD
  • Kimi (Moonshot AI)
  • Microsoft Excel
  • Siemens Industrial AI
  • Vero Software SURFCAM
  • Microsoft Word
  • CNC Mastercam
  • G-code
  • Cognex Vision AI
  • Microsoft Outlook
  • Armchair Machinist software
  • ChatGPT (OpenAI)
  • Mazak Mazatrol SMART CNC
  • Nova (Amazon)
  • Sight Machine AI
  • OneCNC CAD/CAM
  • GRZ Software MeshCAM
  • Grok (xAI)
  • CNC Consulting Machinists' Calculator
  • Hexagon Metrology PC-DMIS
  • Kentech Kipware Studio
  • Dassault Systemes CATIA
  • SAP software
  • ERP software
  • Claude (Anthropic)
  • Computer aided design CAD software
  • Rockwell Automation AI
  • Kentech Kipware Trig Kalculator
  • Side cutting pliers
  • Heat-treating equipment
  • Torches
  • Undercut tools
  • Wedges
  • Ratchet sets
  • Grinding wheel arbors
  • Utility knives
  • Horizontal mills
  • Desktop computers
  • Jointers
  • Rubber mallets
  • Computerized numerical control CNC machining centers
  • Height gauges
  • Pillar drill machines
  • Laser printers
  • Turret lathes
  • Cold chisels
  • Metal inert gas MIG welders
  • Beverly shears
  • Flat files
  • Sledgehammers
  • Boring tools
  • Vertical turret lathes VTL
  • Angle plates
  • Feeler gauges
  • Hydraulic presses
  • Drum lathes
  • Sandblasters
  • Micrometers
  • Screw pitch gauges
  • Engine lathes
  • Vernier bevel protractors
  • Ball peen hammers
  • Milling angle form cutters
  • Pry bars
  • Outside spring calipers
  • Angled feeler gauges
  • Hand saws
  • Metal shears
  • Sine bars
  • Brake presses
  • Brass hammers
  • Staging equipment
  • Metal cutting taps
  • Bandsaws
  • Valve grinding machines
  • Screwdrivers
  • 3-axis computerized numerical control CNC machines
  • Phillips head screwdrivers
  • Vernier height gauges
  • Aviation snips
  • Plasma welders
  • Machine shop rigging equipment
  • Platforms
  • Crankshaft grinders
  • Prick punches
  • Spindle blade screwdrivers
  • Machinists' hammers
  • Machinists' squares
  • Square chisels
  • Workshop cranes
  • Steel wedges
  • Brazing equipment
  • Binocular light compound microscopes
  • Forklifts
  • Tube benders
  • Grinding dogs
  • Portable welding equipment
  • Chippers
  • Metal spray equipment
  • Tungsten inert gas TIG welding equipment
  • Welding lenses
  • Cold saws
  • Center drills
  • Threading machines
  • Combination pliers
  • Milling vises
  • Computerized numerical control CNC turning lathes
  • Handheld welders
  • Punches
  • Single-cut mill saw files
  • Power drills
  • Cutoff saws
  • Hex keys
  • Hacksaws
  • Dial calipers
  • Inside spring calipers
  • Boring bars
  • Edge finders
  • Planer gauges
  • Surface gauges
  • Composition hammers
  • Shielded arc welding tools
  • Centrifugal spin casters
  • Buffers
  • Shapers
  • Ring gauges
  • Lathes
  • Half-round files
  • Sensitive drill presses
  • Putty knives
  • Hand clamps
  • Marking blocks
  • Coordinate measuring machines CMM
  • Pipe threaders
  • Resurfacing machines
  • Shears
  • Soldering equipment
  • Power sanders
  • Outside micrometers
  • Chamfer tools
  • Vernier gear tooth calipers
  • Horizontal boring bars
  • Chucks
  • Scribers
  • Thread gauges
  • Breaker lathes
  • Hermaphrodite calipers
  • Radius gauges
  • Deburring tools
  • Horizontal lathes
  • Tongs
  • Oxyacetylene welding equipment
  • Radial drills
  • Cylinder honers
  • Gauges
  • Adjustable wrenches
  • Inside micrometers
  • Anvils
  • Shims
  • Ladders
  • Arbor presses
  • Grinders
  • Vertical milling machines
  • Reamers
  • Full face shields
  • Personal computers
  • Spirit levels
  • Calipers
  • Channel lock pliers
  • Pipe wrenches
  • Flywheel lathes
  • Turning lathes
  • Power hacksaws
  • Surface grinding machines
  • Needlenose pliers
  • Multi-axis computerized numerical control CNC machines
  • Vernier calipers
  • Telescoping gauges
  • Broachers
  • Parallel blocks
  • Welding shields
  • Combination drills
  • Knee mills
  • Steel rules
  • Swaging tools
  • Planers
  • Radial drill presses
  • Dial indicators
  • Personal digital assistants PDA
  • Hex wrenches
  • Cylindrical grinders
  • V blocks
  • Milling machines
  • Combination wrenches
  • Sharpening equipment
  • Socket wrench sets
  • Magnetic retrievers