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Automation Risk Analysis

Will “Buffing Wheel Raker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Buffing Wheel Raker” will maybe 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 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Buffing Wheel Raker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Recommend necessary corrective actions, based on inspection results.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Notify supervisors or other personnel of production problems.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Position products, components, or parts for testing.

  • Analyze test data, making computations as necessary, to determine test results.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Compute defect percentages or averages, using formulas and calculators.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Collect or select samples for testing or for use as models.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Compute usable amounts of items in shipments.

Technologies & Software

  • IBM Lotus Notes
  • ChatGPT (OpenAI)
  • Apache Pig
  • Minitab
  • Mastercam computer-aided design and manufacturing software
  • Computer assisted design software
  • Kimi (Moonshot AI)
  • Coordinate measuring machine software
  • Design of experiments DOE software
  • Wilcox Associates PC-DMIS Inspection Planner
  • Dassault Systemes SolidWorks
  • Microsoft Outlook
  • Claude (Anthropic)
  • Microsoft Visio
  • Selenium
  • Microsoft Word
  • Data analysis software
  • Siemens Industrial AI
  • Computer-aided inspection software
  • Sight Machine AI
  • Skype
  • Dassault Systemes CATIA
  • Llama (Meta)
  • Structured query language SQL
  • DeepSeek
  • IBM Notes
  • Gemini (Google)
  • Rockwell Automation AI
  • Cybermetrics GAGETrak
  • Microsoft Office software
  • Statistical process control SPC data collection devices
  • Microsoft Access
  • Medical condition coding software
  • Tolerance analysis software
  • Label inspection systems
  • Inspection marking systems
  • Microsoft Excel
  • Microsoft PowerPoint
  • Database software
  • Autodesk AutoCAD
  • Extensible markup language XML
  • Qwen (Alibaba)
  • Microsoft SharePoint
  • Apache Hive
  • Nova (Amazon)
  • Mistral (Mistral AI)
  • Verisurf Metrology
  • The MathWorks MATLAB
  • Cognex Vision AI
  • Data entry software
  • Grok (xAI)
  • Atlassian JIRA
  • FileMaker Pro
  • R
  • Mastercam Design
  • SAP software
  • ABB AI Robotics
  • Plotters
  • Hydraulic lifts
  • Bit error rate testers BERT
  • Ammeters
  • Pin gauges
  • Digital voltmeters DVM
  • Digital multimeters
  • Environmental chambers
  • Tensile testers
  • Coordinate measuring machines CMM
  • Plug gauges
  • Sorting machines
  • Power meters
  • Printed circuit board PCB testers
  • Forklifts
  • Capacitive acceleration instruments
  • Logic test systems
  • Calorimetric leak testers
  • Metallurgical microscopes
  • Overhead cranes
  • Resonance acceleration instruments
  • Micrometers
  • Signal generators
  • Ductility testers
  • Pi tapes
  • Holographic interferometers
  • Pulse generators
  • Eddy current flaw detectors
  • Null-balance acceleration instruments
  • Laser thickness gauges
  • Compression testers
  • Gloss meters
  • Mass flow leak testers
  • Calipers
  • Hydraulic pumps
  • Linear or mixed signal equipment
  • Verisurf Master3DGage
  • Penetrant flaw detectors
  • Shock testers
  • Verisurf 3Dgage
  • Eddy current probes
  • Force transducers
  • Resistance meters
  • Piezoelectric acceleration instruments
  • Manufacturing defect analyzers MDA
  • Frequency meters
  • Digital resistance meters
  • Creep and stress relaxation testers
  • Magnetic particle flaw detectors
  • Conductivity meters
  • Impact hammers
  • Optical gauges
  • Utrasonic flaw detectors
  • Measuring microscopes
  • Thread gauges
  • Bubble leak testers
  • Optical comparators
  • Resistivity meters
  • In-circuit testers
  • Shear testers
  • Industrial bench scales
  • Digital resistance thermometers
  • Return loss calibrator RLC passive component testers
  • Strain gauges
  • Beta gauges
  • Personal computers
  • Color spectrometers
  • Height gauges
  • Direct current DC power testers
  • Sampling oscilloscopes
  • Impact toughness testers
  • Laser shearography flaw detectors
  • Verisurf CMM Master
  • Multimeters
  • Backplane testers
  • Continuity testers
  • Viscometers
  • Frequency counters
  • Fatigue testers
  • Accelerometers
  • Vibration and shaker systems
  • Hipot testers
  • Depth gauges
  • Magnetic induction acceleration instruments
  • Function generators
  • Hardness testers
  • Moisture meters
  • Radiographic flaw detectors

Alternative Job Titles