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Automation Risk Analysis

Will “Pinion and Wheel Truer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pinion and Wheel Truer” 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%

“Pinion and Wheel Truer” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

Technologies & Software

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

Alternative Job Titles