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Automation Risk Analysis

Will “Buffing Wheel Inspector” 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 Inspector” 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 Inspector” 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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

Technologies & Software

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

Alternative Job Titles