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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

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

  • Position products, components, or parts for testing.

  • 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.

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

  • 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 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.

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

  • 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.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles