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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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles