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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

  • Prepare working sketches for the illustration of product appearance.

  • Operate equipment to verify operational efficiency.

  • Install repaired parts into equipment or install new equipment.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Maintain machine tools in proper operational condition.

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

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

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

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

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

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

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

Technologies & Software

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