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Automation Risk Analysis

Will “Machine Fitter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #358 of 702. Estimated risk: 65.0%

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AI Exposure Risk

51%

“Machine Fitter” 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%

“Machine Fitter” 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.

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

  • Install repaired parts into equipment or install new equipment.

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

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

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

  • Prepare working sketches for the illustration of product appearance.

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

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

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

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

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

  • Operate equipment to verify operational efficiency.

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

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

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

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

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

  • Maintain machine tools in proper operational condition.

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

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

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

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

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

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

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

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

  • 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.

Technologies & Software

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