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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

  • Maintain stocks of machine parts and machining tools.

  • Slide spacers between buffs on spindles to set spacing.

  • 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.

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles