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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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

Technologies & Software

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

Alternative Job Titles