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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

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

  • Maintain stocks of machine parts and machining tools.

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

  • 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.

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

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

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

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

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

  • 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.

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

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

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

  • Slide spacers between buffs on spindles to set spacing.

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

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

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

Technologies & Software

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

Alternative Job Titles