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Automation Risk Analysis

Will “Wheel Buffer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #624 of 702. Estimated risk: 95.0%

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AI Exposure Risk

45%

“Wheel Buffer” 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 Buffer” 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

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

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

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

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

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

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

  • Slide spacers between buffs on spindles to set spacing.

  • 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.

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

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

  • 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.

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

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

  • Maintain stocks of machine parts and machining tools.

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

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

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

Technologies & Software

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

Alternative Job Titles