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Automation Risk Analysis

Will “Wheel Grinder” be Automated?

Historical Context: Oxford Study (2013)

Ranked #624 of 702. Estimated risk: 95.0%

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AI Exposure Risk

45%

“Wheel Grinder” 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%

“Wheel Grinder” 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

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

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

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

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

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

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

  • Slide spacers between buffs on spindles to set spacing.

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

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

  • 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.

  • 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.

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

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

  • 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.

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

  • Maintain stocks of machine parts and machining tools.

Technologies & Software

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

Alternative Job Titles