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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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

  • 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.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles