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Automation Risk Analysis

Will “Grinding 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%

“Grinding 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%

“Grinding 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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

  • 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.

  • Notify supervisors or other personnel of production problems.

  • Recommend necessary corrective actions, based on inspection results.

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

Technologies & Software

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

Alternative Job Titles