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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

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

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

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

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

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles