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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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

Technologies & Software

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

Alternative Job Titles