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Automation Risk Analysis

Will “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%

“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%

“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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles