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Automation Risk Analysis

Will “Railroad Wheels and Axle Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Railroad Wheels and Axle 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%

“Railroad Wheels and Axle 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

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

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

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

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

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

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

  • 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.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

  • 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.

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

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

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

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

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

  • 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.

  • 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.

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

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles