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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

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

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

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

  • 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 defect percentages or averages, using formulas and calculators.

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles