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Automation Risk Analysis

Will “Knife Edger” be Automated?

Historical Context: Oxford Study (2013)

Ranked #624 of 702. Estimated risk: 95.0%

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AI Exposure Risk

45%

“Knife Edger” 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 45% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

63%

“Knife Edger” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 63% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Grinding, Lapping, Polishing, and Buffing Machine Tool 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 grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic work pieces.

Avg. Annual Salary $46,600
Avg. Hourly Wage $22.41
Available Jobs (US) 70,110
Job Title & Hierarchy Code (SOC) Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic #51-4033
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic”

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Core Skills & Abilities

  • Thread and hand-feed materials through machine cutters or abraders.

  • Move machine controls to index workpieces, and to adjust machines for pre-selected operational settings.

  • Adjust air cylinders and setting stops to set traverse lengths and feed arm strokes.

  • Mount and position tools in machine chucks, spindles, or other tool holding devices, using hand tools.

  • Observe machine operations to detect any problems, making necessary adjustments to correct problems.

  • Set and adjust machine controls according to product specifications, using knowledge of machine operation.

  • Brush or spray lubricating compounds on workpieces, or turn valve handles and direct flow of coolant against tools and workpieces.

  • Measure workpieces and lay out work, using precision measuring devices.

  • Set up, operate, or tend grinding and related tools that remove excess material or burrs from surfaces, sharpen edges or corners, or buff, hone, or polish metal or plastic workpieces.

  • Lift and position workpieces, manually or with hoists, and secure them in hoppers or on machine tables, faceplates, or chucks, using clamps.

  • Study blueprints, work orders, or machining instructions to determine product specifications, tool requirements, and operational sequences.

  • Slide spacers between buffs on spindles to set spacing.

  • Activate machine start-up switches to grind, lap, hone, debar, shear, or cut workpieces, according to specifications.

  • Repair or replace machine parts, using hand tools, or notify engineering personnel when corrective action is required.

  • Compute machine indexings and settings for specified dimensions and base reference points.

  • Inspect or measure finished workpieces to determine conformance to specifications, using measuring instruments, such as gauges or micrometers.

  • Select machine tooling to be used, using knowledge of machine and production requirements.

  • Maintain stocks of machine parts and machining tools.

Technologies & Software

  • Microsoft Office software
  • Autodesk AutoCAD
  • Sight Machine AI
  • ABB AI Robotics
  • Microsoft Excel
  • Manufacturing reporting system
  • Mazak Mazatrol SMART CNC
  • Siemens Industrial AI
  • SAP software
  • Rockwell Automation AI
  • Microsoft Windows
  • Cognex Vision AI
  • Digital calipers
  • Limit gauges
  • Electric overhead travelling EOT cranes
  • Gage blocks
  • Universal grinding machines
  • Inner diameter ID grinders
  • Outer diameter OD grinders
  • Metalworking surface plates
  • Digital radius gauges
  • Surface grinding machines
  • Gage pins
  • Cylinder grinders
  • Computer numerical control CNC grinding machines
  • Angle grinders
  • Computerized microscopes
  • Bore gauges
  • Metal polishing machines
  • Power hoists
  • Hand deburring tools
  • Digital micrometers
  • Buffing machines
  • Vernier calipers
  • Barrel finishing machines
  • Chuck wrenches
  • Digital comparators
  • Coordinate measuring machines CMM
  • Pipe chamfering machines
  • Bench clamps

Alternative Job Titles