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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles