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Automation Risk Analysis

Will “Watch Train Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Watch Train 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%

“Watch Train 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

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

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

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

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

  • 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.

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles