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Automation Risk Analysis

Will “Scratch Finisher” be Automated?

Historical Context: Oxford Study (2013)

Ranked #624 of 702. Estimated risk: 95.0%

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AI Exposure Risk

45%

“Scratch Finisher” 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%

“Scratch Finisher” 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

  • 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.

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

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

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

  • 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.

  • Maintain stocks of machine parts and machining tools.

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

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

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

  • 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.

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

  • 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.

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

  • 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.

Technologies & Software

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

Alternative Job Titles