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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

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

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

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

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

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

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

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

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

  • Install repaired parts into equipment or install new equipment.

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

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

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

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

  • Prepare working sketches for the illustration of product appearance.

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

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

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

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

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

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

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

  • Operate equipment to verify operational efficiency.

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

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

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

  • Maintain machine tools in proper operational condition.

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

Technologies & Software

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