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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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • 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.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles