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Automation Risk Analysis

Will “Pinion Polisher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #624 of 702. Estimated risk: 95.0%

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AI Exposure Risk

45%

“Pinion Polisher” 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%

“Pinion Polisher” 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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

  • Slide spacers between buffs on spindles to set spacing.

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

  • Maintain stocks of machine parts and machining tools.

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

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

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

Technologies & Software

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

Alternative Job Titles