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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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles